diff --git a/README.md b/README.md index 386e797..3587515 100644 --- a/README.md +++ b/README.md @@ -529,114 +529,114 @@ Federated Learning papers accepted by top ML(machine learning) conference and jo |Title | Affiliation | Venue | Year | Materials| | ------------------------------------------------------------ | ------------------------------------------------------------ | -------------- | ---- | ------------------------------------------------------------ | -|One-shot Federated Learning via Synthetic Distiller-Distillate Communication | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6292sp7HiE) | -|Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=uO53206oLJ) | -|FedGMKD: An Efficient Prototype Federated Learning Framework through Knowledge Distillation and Discrepancy-Aware Aggregation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=c3OZBJpN7M) | -|Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6lx34fpanw) | -|Federated Model Heterogeneous Matryoshka Representation Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=5yboFMpvHf) | -|Federated Graph Learning for Cross-Domain Recommendation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=UBpPOqrBKE) | -|FedGMark: Certifiably Robust Watermarking for Federated Graph Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=xeviQPXTMU) | -|Dual-Personalizing Adapter for Federated Foundation Models | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=nkwPiBSw1f) | -|Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=DUFD6vsyF8) | -|Taming the Long Tail in Human Mobility Prediction | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=wT2TIfHKp8) | -|Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=EVw8Jh5Et9) | -|Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=55zLbH7dE1) | -|DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=FDfrPugkGU) | -|Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=DLNOBJa7TM) | -|Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=FqWyzyErVT) | -|FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=bMbteQRhDI) | -|Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=nw6ANsC66G) | -|FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=TcCorXxNJQ) | -|Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6SRPizFuaE) | -|pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=xW6ga9i4eA) | -|Why Go Full? Elevating Federated Learning Through Partial Network Updates | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6OK8Qy9yVu) | -|FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=E7fZOoiEKl) | -|FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=I96GFYalFO) | -|Handling Learnwares from Heterogeneous Feature Spaces with Explicit Label Exploitation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=3YIyB82rjX) | -|A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=h1iMVi2iEM) | -|Private and Personalized Frequency Estimation in a Federated Setting | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=0nzKznCjFG) | -|The Sample-Communication Complexity Trade-off in Federated Q-Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6YIpvnkjUK) | -|Federated Ensemble-Directed Offline Reinforcement Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=ypaqE8UwsC) | -|Federated Black-Box Adaptation for Semantic Segmentation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=Fp3JVz5XE7) | -|Thinking Forward: Memory-Efficient Federated Finetuning of Language Models | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=dGQtja9X2C) | -|Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=Y4L8GQXZZO) | -|Optimal Design for Human Preference Elicitation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=cCGWj61Ael) | -|Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=y6JotynERr) | -|Personalized Federated Learning via Feature Distribution Adaptation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=Wl2optQcng) | -|SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=HeJ1cBAgiV) | -|A Bayesian Approach for Personalized Federated Learning in Heterogeneous Settings | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=hilGwNabqB) | -|RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=js74ZCddxG) | -|FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=QXkFC7D6p4) | -|End-to-end Learnable Clustering for Intent Learning in Recommendation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=As91fJvY9E) | -|FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=I3IuclVLFZ) | -|Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=HS0faHRhWD) | -|FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=D6MQrw9HFu) | -|A Swiss Army Knife for Heterogeneous Federated Learning: Flexible Coupling via Trace Norm | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=3YkeHuT1o6) | -|FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=zBMKodNgKX) | -|Low Precision Local Training is Enough for Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=vvpewjtnvm) | -|Resource-Aware Federated Self-Supervised Learning with Global Class Representations | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=Of4iNAIUSe) | -|On the Necessity of Collaboration for Online Model Selection with Decentralized Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=uqWfLgZpV1) | -|The Power of Extrapolation in Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=FuTfZK7PK3) | -|(FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=lflwtGE6Vf) | -|On Sampling Strategies for Spectral Model Sharding | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=PgTHgLUFi3) | -|Customizing Language Models with Instance-wise LoRA for Sequential Recommendation | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=isZ8XRe3De) | -|SpaFL: Communication-Efficient Federated Learning With Sparse Models And Low Computational Overhead | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=dAXuir2ets) | -|HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6LVxO1C819) | -|Stabilized Proximal-Point Methods for Federated Optimization | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=WukSyFSzDt) | -|DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=Pezt0xttae) | -|Parameter Disparities Dissection for Backdoor Defense in Heterogeneous Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=g8wnC1E1OS) | -|Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=j6Zsoj544N) | -|FedAvP: Augment Local Data via Shared Policy in Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=M1PRU0x1Iz) | -|CoBo: Collaborative Learning via Bilevel Optimization | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=SjQ1iIqpfU) | -|Convergence Analysis of Split Federated Learning on Heterogeneous Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=ud0RBkdBfE) | -|Communication-Efficient Federated Group Distributionally Robust Optimization | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=xNZEjFe0mh) | -|Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=YxyYTcv3hp) | -|Federated Learning over Connected Modes | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=JL2eMCfDW8) | -|Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=yvUHnBkCzd) | -|Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable Federated Learning Under Altruistic Behaviors | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=1kyc4TSOFZ) | -|Federated Online Prediction from Experts with Differential Privacy: Separations and Regret Speed-ups | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=T826pwZLci) | -|DataStealing: Steal Data from Diffusion Models in Federated Learning with Multiple Trojans | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=792txRlKit) | -|Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=5FHzrRGOKR) | -|Hierarchical Federated Learning with Multi-Timescale Gradient Correction | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=aCAb1qNXI0) | -|HyperPrism: An Adaptive Non-linear Aggregation Framework for Distributed Machine Learning over Non-IID Data and Time-varying Communication Links | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=3ie8NWA1El) | -|SPEAR: Exact Gradient Inversion of Batches in Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=lPDxPVS6ix) | -|Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=WftaVkL6G2) | -|Bridging Gaps: Federated Multi-View Clustering in Heterogeneous Hybrid Views | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=GVlJVX3iiq) | -|Confusion-Resistant Federated Learning via Diffusion-Based Data Harmonization on Non-IID Data | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=G89r8Mgi5r) | -|Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=0LfgE6kvKZ) | -|Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=MwJo3zuiTm) | -|Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=6ejpSVIiIl) | -|Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=HhnpPISAUH) | -|FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=JiRGxrqHh0) | -|Active preference learning for ordering items in- and out-of-sample | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=PSLH5q7PFo) | -|Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=gkOzoHBXUw) | -|Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=WBLPlszJI5) | -|Revisiting Ensembling in One-Shot Federated Learning | | NeurIPS | 2024 | [PUB](https://openreview.net/forum?id=7rWTS2wuYX) | -|Momentum Approximation in Asynchronous Private Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=pEpjKicxFk) | -|Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=8TrYvsbw1f) | -|Federated Learning with Generative Content | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=hMbgXHjWrg) | -|Leveraging Unstructured Text Data for Federated Instruction Tuning of Large Language Models | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=pxP2M3xiE6) | -|Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=1JGa1OIRjQ) | -|Defection-Free Collaboration between Competitors in a Learning System | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=2Sd5xNv1sm) | -|On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=Eph8dS188u) | -|EncCluster: Bringing Functional Encryption in Federated Foundational Models | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=7bgJ7t5kkW) | -|Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=SXMsg44Znz) | -|Hot Pluggable Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=FazIrAXoM6) | -|Federated Dynamical Low-Rank Training with Global Loss Convergence Guarantees | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=MxgmAil8ud) | -|The Future of Large Language Model Pre-training is Federated | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=hfeH5AP9NY) | -|Collaborative Learning with Shared Linear Representations: Statistical Rates and Optimal Algorithms | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=jNZEIQsJes) | -|The SynapticCity Phenomenon: When All Foundation Models Marry Federated Learning and Blockchain | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=RoUUV2wLdn) | -|ZOOPFL: Exploring Black-box Foundation Models for Personalized Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=zpEQUbYZPc) | -|DeComFL: Federated Learning with Dimension-Free Communication | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=Vy9ltlTXXd) | -|Improving Group Connectivity for Generalization of Federated Deep Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=vGyB8PVl4C) | -|MAP: Model Merging with Amortized Pareto Front Using Limited Computation | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=KfOdVp4pfm) | -|OPA: One-shot Private Aggregation with Single Client Interaction and its Applications to Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=qQdPSuW7qx) | -|Adaptive Hybrid Model Pruning in Federated Learning through Loss Exploration | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=OxpWu6J0TW) | -|Worldwide Federated Training of Language Models | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=YMSLZUmQVV) | -|FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=uBooD9HQQu) | -|Enhancing Causal Discovery in Federated Settings with Limited Local Samples | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=Js64okXDUE) | -|$\texttt{pfl-research}$: simulation framework for accelerating research in Private Federated Learning | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=6WNNB9TaVw) | -|DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning using Packed Secret Sharing | | NeurIPS workshop | 2024 | [PUB](https://openreview.net/forum?id=GdzTE7eruH) | +| One-shot Federated Learning via Synthetic Distiller-Distillate Communication | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6292sp7HiE)] | +| Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=uO53206oLJ)] | +| FedGMKD: An Efficient Prototype Federated Learning Framework through Knowledge Distillation and Discrepancy-Aware Aggregation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=c3OZBJpN7M)] | +| Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6lx34fpanw)] | +| Federated Model Heterogeneous Matryoshka Representation Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=5yboFMpvHf)] | +| Federated Graph Learning for Cross-Domain Recommendation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=UBpPOqrBKE)] | +| FedGMark: Certifiably Robust Watermarking for Federated Graph Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=xeviQPXTMU)] | +| Dual-Personalizing Adapter for Federated Foundation Models | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=nkwPiBSw1f)] | +| Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=DUFD6vsyF8)] | +| Taming the Long Tail in Human Mobility Prediction | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=wT2TIfHKp8)] | +| Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=EVw8Jh5Et9)] | +| Graph-enhanced Optimizers for Structure-aware Recommendation Embedding Evolution | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=55zLbH7dE1)] | +| DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=FDfrPugkGU)] | +| Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=DLNOBJa7TM)] | +| Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=FqWyzyErVT)] | +| FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=bMbteQRhDI)] | +| Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=nw6ANsC66G)] | +| FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=TcCorXxNJQ)] | +| Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6SRPizFuaE)] | +| pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=xW6ga9i4eA)] | +| Why Go Full? Elevating Federated Learning Through Partial Network Updates | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6OK8Qy9yVu)] | +| FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=E7fZOoiEKl)] | +| FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=I96GFYalFO)] | +| Handling Learnwares from Heterogeneous Feature Spaces with Explicit Label Exploitation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=3YIyB82rjX)] | +| A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=h1iMVi2iEM)] | +| Private and Personalized Frequency Estimation in a Federated Setting | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=0nzKznCjFG)] | +| The Sample-Communication Complexity Trade-off in Federated Q-Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6YIpvnkjUK)] | +| Federated Ensemble-Directed Offline Reinforcement Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=ypaqE8UwsC)] | +| Federated Black-Box Adaptation for Semantic Segmentation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=Fp3JVz5XE7)] | +| Thinking Forward: Memory-Efficient Federated Finetuning of Language Models | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=dGQtja9X2C)] | +| Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=Y4L8GQXZZO)] | +| Optimal Design for Human Preference Elicitation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=cCGWj61Ael)] | +| Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=y6JotynERr)] | +| Personalized Federated Learning via Feature Distribution Adaptation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=Wl2optQcng)] | +| SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=HeJ1cBAgiV)] | +| A Bayesian Approach for Personalized Federated Learning in Heterogeneous Settings | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=hilGwNabqB)] | +| RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=js74ZCddxG)] | +| FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=QXkFC7D6p4)] | +| End-to-end Learnable Clustering for Intent Learning in Recommendation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=As91fJvY9E)] | +| FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=I3IuclVLFZ)] | +| Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=HS0faHRhWD)] | +| FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=D6MQrw9HFu)] | +| A Swiss Army Knife for Heterogeneous Federated Learning: Flexible Coupling via Trace Norm | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=3YkeHuT1o6)] | +| FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=zBMKodNgKX)] | +| Low Precision Local Training is Enough for Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=vvpewjtnvm)] | +| Resource-Aware Federated Self-Supervised Learning with Global Class Representations | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=Of4iNAIUSe)] | +| On the Necessity of Collaboration for Online Model Selection with Decentralized Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=uqWfLgZpV1)] | +| The Power of Extrapolation in Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=FuTfZK7PK3)] | +| (FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=lflwtGE6Vf)] | +| On Sampling Strategies for Spectral Model Sharding | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=PgTHgLUFi3)] | +| Customizing Language Models with Instance-wise LoRA for Sequential Recommendation | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=isZ8XRe3De)] | +| SpaFL: Communication-Efficient Federated Learning With Sparse Models And Low Computational Overhead | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=dAXuir2ets)] | +| HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6LVxO1C819)] | +| Stabilized Proximal-Point Methods for Federated Optimization | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=WukSyFSzDt)] | +| DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=Pezt0xttae)] | +| Parameter Disparities Dissection for Backdoor Defense in Heterogeneous Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=g8wnC1E1OS)] | +| Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=j6Zsoj544N)] | +| FedAvP: Augment Local Data via Shared Policy in Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=M1PRU0x1Iz)] | +| CoBo: Collaborative Learning via Bilevel Optimization | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=SjQ1iIqpfU)] | +| Convergence Analysis of Split Federated Learning on Heterogeneous Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=ud0RBkdBfE)] | +| Communication-Efficient Federated Group Distributionally Robust Optimization | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=xNZEjFe0mh)] | +| Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=YxyYTcv3hp)] | +| Federated Learning over Connected Modes | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=JL2eMCfDW8)] | +| Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=yvUHnBkCzd)] | +| Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable Federated Learning Under Altruistic Behaviors | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=1kyc4TSOFZ)] | +| Federated Online Prediction from Experts with Differential Privacy: Separations and Regret Speed-ups | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=T826pwZLci)] | +| DataStealing: Steal Data from Diffusion Models in Federated Learning with Multiple Trojans | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=792txRlKit)] | +| Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=5FHzrRGOKR)] | +| Hierarchical Federated Learning with Multi-Timescale Gradient Correction | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=aCAb1qNXI0)] | +| HyperPrism: An Adaptive Non-linear Aggregation Framework for Distributed Machine Learning over Non-IID Data and Time-varying Communication Links | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=3ie8NWA1El)] | +| SPEAR: Exact Gradient Inversion of Batches in Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=lPDxPVS6ix)] | +| Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=WftaVkL6G2)] | +| Bridging Gaps: Federated Multi-View Clustering in Heterogeneous Hybrid Views | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=GVlJVX3iiq)] | +| Confusion-Resistant Federated Learning via Diffusion-Based Data Harmonization on Non-IID Data | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=G89r8Mgi5r)] | +| Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=0LfgE6kvKZ)] | +| Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=MwJo3zuiTm)] | +| Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=6ejpSVIiIl)] | +| Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=HhnpPISAUH)] | +| FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=JiRGxrqHh0)] | +| Active preference learning for ordering items in- and out-of-sample | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=PSLH5q7PFo)] | +| Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=gkOzoHBXUw)] | +| Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=WBLPlszJI5)] | +| Revisiting Ensembling in One-Shot Federated Learning | | NeurIPS | 2024 | [[PUB](https://openreview.net/forum?id=7rWTS2wuYX)] | +| Momentum Approximation in Asynchronous Private Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=pEpjKicxFk)] | +| Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=8TrYvsbw1f)] | +| Federated Learning with Generative Content | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=hMbgXHjWrg)] | +| Leveraging Unstructured Text Data for Federated Instruction Tuning of Large Language Models | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=pxP2M3xiE6)] | +| Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=1JGa1OIRjQ)] | +| Defection-Free Collaboration between Competitors in a Learning System | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=2Sd5xNv1sm)] | +| On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=Eph8dS188u)] | +| EncCluster: Bringing Functional Encryption in Federated Foundational Models | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=7bgJ7t5kkW)] | +| Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=SXMsg44Znz)] | +| Hot Pluggable Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=FazIrAXoM6)] | +| Federated Dynamical Low-Rank Training with Global Loss Convergence Guarantees | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=MxgmAil8ud)] | +| The Future of Large Language Model Pre-training is Federated | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=hfeH5AP9NY)] | +| Collaborative Learning with Shared Linear Representations: Statistical Rates and Optimal Algorithms | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=jNZEIQsJes)] | +| The SynapticCity Phenomenon: When All Foundation Models Marry Federated Learning and Blockchain | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=RoUUV2wLdn)] | +| ZOOPFL: Exploring Black-box Foundation Models for Personalized Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=zpEQUbYZPc)] | +| DeComFL: Federated Learning with Dimension-Free Communication | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=Vy9ltlTXXd)] | +| Improving Group Connectivity for Generalization of Federated Deep Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=vGyB8PVl4C)] | +| MAP: Model Merging with Amortized Pareto Front Using Limited Computation | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=KfOdVp4pfm)] | +| OPA: One-shot Private Aggregation with Single Client Interaction and its Applications to Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=qQdPSuW7qx)] | +| Adaptive Hybrid Model Pruning in Federated Learning through Loss Exploration | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=OxpWu6J0TW)] | +| Worldwide Federated Training of Language Models | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=YMSLZUmQVV)] | +| FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=uBooD9HQQu)] | +| Enhancing Causal Discovery in Federated Settings with Limited Local Samples | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=Js64okXDUE)] | +| $ exttt{pfl-research}$: simulation framework for accelerating research in Private Federated Learning | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=6WNNB9TaVw)] | +| DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning using Packed Secret Sharing | | NeurIPS workshop | 2024 | [[PUB](https://openreview.net/forum?id=GdzTE7eruH)] | | FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization | | JMLR | 2024 | [[PUB](https://jmlr.org/papers/v25/23-0764.html)] | | Effective Federated Graph Matching | | ICML | 2024 | [[PUB](https://openreview.net/forum?id=rSfzchjIYu)] | | Understanding Server-Assisted Federated Learning in the Presence of Incomplete Client Participation | | ICML | 2024 | [[PUB](https://openreview.net/forum?id=zwUEk9WpsR)] | diff --git a/data.yaml b/data.yaml index 5a11221..fbfda0d 100644 --- a/data.yaml +++ b/data.yaml @@ -4073,6 +4073,711 @@ fl-in-top-ml-conference-and-journal: year: 4 materials: 60 body: + - title: One-shot Federated Learning via Synthetic Distiller-Distillate Communication + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6292sp7HiE + - title: Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous + Data + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=uO53206oLJ + - title: 'FedGMKD: An Efficient Prototype Federated Learning Framework through Knowledge + Distillation and Discrepancy-Aware Aggregation' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=c3OZBJpN7M + - title: 'Improving Generalization in Federated Learning with Model-Data Mutual + Information Regularization: A Posterior Inference Approach' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6lx34fpanw + - title: Federated Model Heterogeneous Matryoshka Representation Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=5yboFMpvHf + - title: Federated Graph Learning for Cross-Domain Recommendation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=UBpPOqrBKE + - title: 'FedGMark: Certifiably Robust Watermarking for Federated Graph Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=xeviQPXTMU + - title: Dual-Personalizing Adapter for Federated Foundation Models + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=nkwPiBSw1f + - title: Federated Natural Policy Gradient and Actor Critic Methods for Multi-task + Reinforcement Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=DUFD6vsyF8 + - title: Taming the Long Tail in Human Mobility Prediction + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=wT2TIfHKp8 + - title: 'Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated + Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=EVw8Jh5Et9 + - title: Graph-enhanced Optimizers for Structure-aware Recommendation Embedding + Evolution + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=55zLbH7dE1 + - title: 'DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic + Forgetting' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=FDfrPugkGU + - title: Efficient Federated Learning against Heterogeneous and Non-stationary Client + Unavailability + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=DLNOBJa7TM + - title: 'Federated Transformer: Multi-Party Vertical Federated Learning on Practical + Fuzzily Linked Data' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=FqWyzyErVT + - title: 'FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel + Extraction' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=bMbteQRhDI + - title: Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=nw6ANsC66G + - title: 'FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous + Low-Rank Adaptations' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=TcCorXxNJQ + - title: Taming Cross-Domain Representation Variance in Federated Prototype Learning + with Heterogeneous Data Domains + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6SRPizFuaE + - title: 'pFedClub: Controllable Heterogeneous Model Aggregation for Personalized + Federated Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=xW6ga9i4eA + - title: Why Go Full? Elevating Federated Learning Through Partial Network Updates + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6OK8Qy9yVu + - title: 'FuseFL: One-Shot Federated Learning through the Lens of Causality with + Progressive Model Fusion' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=E7fZOoiEKl + - title: 'FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized + Preference' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=I96GFYalFO + - title: Handling Learnwares from Heterogeneous Feature Spaces with Explicit Label + Exploitation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=3YIyB82rjX + - title: 'A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=h1iMVi2iEM + - title: Private and Personalized Frequency Estimation in a Federated Setting + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=0nzKznCjFG + - title: The Sample-Communication Complexity Trade-off in Federated Q-Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6YIpvnkjUK + - title: Federated Ensemble-Directed Offline Reinforcement Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=ypaqE8UwsC + - title: Federated Black-Box Adaptation for Semantic Segmentation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Fp3JVz5XE7 + - title: 'Thinking Forward: Memory-Efficient Federated Finetuning of Language Models' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=dGQtja9X2C + - title: 'Federated Learning from Vision-Language Foundation Models: Theoretical + Analysis and Method' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Y4L8GQXZZO + - title: Optimal Design for Human Preference Elicitation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=cCGWj61Ael + - title: Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic + Knowledge Integration + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=y6JotynERr + - title: Personalized Federated Learning via Feature Distribution Adaptation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Wl2optQcng + - title: 'SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation + and TD Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=HeJ1cBAgiV + - title: A Bayesian Approach for Personalized Federated Learning in Heterogeneous + Settings + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=hilGwNabqB + - title: 'RFLPA: A Robust Federated Learning Framework against Poisoning Attacks + with Secure Aggregation' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=js74ZCddxG + - title: 'FedGTST: Boosting Global Transferability of Federated Models via Statistics + Tuning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=QXkFC7D6p4 + - title: End-to-end Learnable Clustering for Intent Learning in Recommendation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=As91fJvY9E + - title: 'FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=I3IuclVLFZ + - title: 'Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series + Forecasting' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=HS0faHRhWD + - title: 'FOOGD: Federated Collaboration for Both Out-of-distribution Generalization + and Detection' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=D6MQrw9HFu + - title: 'A Swiss Army Knife for Heterogeneous Federated Learning: Flexible Coupling + via Trace Norm' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=3YkeHuT1o6 + - title: 'FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality + Reduction' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=zBMKodNgKX + - title: Low Precision Local Training is Enough for Federated Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=vvpewjtnvm + - title: Resource-Aware Federated Self-Supervised Learning with Global Class Representations + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Of4iNAIUSe + - title: On the Necessity of Collaboration for Online Model Selection with Decentralized + Data + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=uqWfLgZpV1 + - title: The Power of Extrapolation in Federated Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=FuTfZK7PK3 + - title: '(FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=lflwtGE6Vf + - title: On Sampling Strategies for Spectral Model Sharding + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=PgTHgLUFi3 + - title: Customizing Language Models with Instance-wise LoRA for Sequential Recommendation + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=isZ8XRe3De + - title: 'SpaFL: Communication-Efficient Federated Learning With Sparse Models And + Low Computational Overhead' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=dAXuir2ets + - title: 'HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated + Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6LVxO1C819 + - title: Stabilized Proximal-Point Methods for Federated Optimization + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=WukSyFSzDt + - title: 'DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning + for Edge Devices' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Pezt0xttae + - title: Parameter Disparities Dissection for Backdoor Defense in Heterogeneous + Federated Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=g8wnC1E1OS + - title: Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in + Unified Distributed SGD + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=j6Zsoj544N + - title: 'FedAvP: Augment Local Data via Shared Policy in Federated Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=M1PRU0x1Iz + - title: 'CoBo: Collaborative Learning via Bilevel Optimization' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=SjQ1iIqpfU + - title: Convergence Analysis of Split Federated Learning on Heterogeneous Data + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=ud0RBkdBfE + - title: Communication-Efficient Federated Group Distributionally Robust Optimization + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=xNZEjFe0mh + - title: 'Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=YxyYTcv3hp + - title: Federated Learning over Connected Modes + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=JL2eMCfDW8 + - title: Personalized Federated Learning with Mixture of Models for Adaptive Prediction + and Model Fine-Tuning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=yvUHnBkCzd + - title: Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable + Federated Learning Under Altruistic Behaviors + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=1kyc4TSOFZ + - title: 'Federated Online Prediction from Experts with Differential Privacy: Separations + and Regret Speed-ups' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=T826pwZLci + - title: 'DataStealing: Steal Data from Diffusion Models in Federated Learning with + Multiple Trojans' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=792txRlKit + - title: 'Federated Behavioural Planes: Explaining the Evolution of Client Behaviour + in Federated Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=5FHzrRGOKR + - title: Hierarchical Federated Learning with Multi-Timescale Gradient Correction + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=aCAb1qNXI0 + - title: 'HyperPrism: An Adaptive Non-linear Aggregation Framework for Distributed + Machine Learning over Non-IID Data and Time-varying Communication Links' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=3ie8NWA1El + - title: 'SPEAR: Exact Gradient Inversion of Batches in Federated Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=lPDxPVS6ix + - title: 'Federated Learning under Periodic Client Participation and Heterogeneous + Data: A New Communication-Efficient Algorithm and Analysis' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=WftaVkL6G2 + - title: 'Bridging Gaps: Federated Multi-View Clustering in Heterogeneous Hybrid + Views' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=GVlJVX3iiq + - title: Confusion-Resistant Federated Learning via Diffusion-Based Data Harmonization + on Non-IID Data + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=G89r8Mgi5r + - title: 'Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated + Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=0LfgE6kvKZ + - title: Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated + Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=MwJo3zuiTm + - title: Classifier Clustering and Feature Alignment for Federated Learning under + Distributed Concept Drift + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6ejpSVIiIl + - title: 'Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID + Federated Learning' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=HhnpPISAUH + - title: 'FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding?' + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=JiRGxrqHh0 + - title: Active preference learning for ordering items in- and out-of-sample + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=PSLH5q7PFo + - title: Federated Fine-tuning of Large Language Models under Heterogeneous Tasks + and Client Resources + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=gkOzoHBXUw + - title: Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial + Clients + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=WBLPlszJI5 + - title: Revisiting Ensembling in One-Shot Federated Learning + affiliation: '' + venue: NeurIPS + year: '2024' + materials: + PUB: https://openreview.net/forum?id=7rWTS2wuYX + - title: Momentum Approximation in Asynchronous Private Federated Learning + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=pEpjKicxFk + - title: 'Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device + Federated Learning' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=8TrYvsbw1f + - title: Federated Learning with Generative Content + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=hMbgXHjWrg + - title: Leveraging Unstructured Text Data for Federated Instruction Tuning of Large + Language Models + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=pxP2M3xiE6 + - title: Emerging Safety Attack and Defense in Federated Instruction Tuning of Large + Language Models + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=1JGa1OIRjQ + - title: Defection-Free Collaboration between Competitors in a Learning System + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=2Sd5xNv1sm + - title: On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Eph8dS188u + - title: 'EncCluster: Bringing Functional Encryption in Federated Foundational Models' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=7bgJ7t5kkW + - title: 'Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=SXMsg44Znz + - title: Hot Pluggable Federated Learning + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=FazIrAXoM6 + - title: Federated Dynamical Low-Rank Training with Global Loss Convergence Guarantees + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=MxgmAil8ud + - title: The Future of Large Language Model Pre-training is Federated + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=hfeH5AP9NY + - title: 'Collaborative Learning with Shared Linear Representations: Statistical + Rates and Optimal Algorithms' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=jNZEIQsJes + - title: 'The SynapticCity Phenomenon: When All Foundation Models Marry Federated + Learning and Blockchain' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=RoUUV2wLdn + - title: 'ZOOPFL: Exploring Black-box Foundation Models for Personalized Federated + Learning' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=zpEQUbYZPc + - title: 'DeComFL: Federated Learning with Dimension-Free Communication' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Vy9ltlTXXd + - title: Improving Group Connectivity for Generalization of Federated Deep Learning + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=vGyB8PVl4C + - title: 'MAP: Model Merging with Amortized Pareto Front Using Limited Computation' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=KfOdVp4pfm + - title: 'OPA: One-shot Private Aggregation with Single Client Interaction and its + Applications to Federated Learning' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=qQdPSuW7qx + - title: Adaptive Hybrid Model Pruning in Federated Learning through Loss Exploration + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=OxpWu6J0TW + - title: Worldwide Federated Training of Language Models + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=YMSLZUmQVV + - title: 'FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein + Estimator' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=uBooD9HQQu + - title: Enhancing Causal Discovery in Federated Settings with Limited Local Samples + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=Js64okXDUE + - title: '$\texttt{pfl-research}$: simulation framework for accelerating research + in Private Federated Learning' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=6WNNB9TaVw + - title: 'DMM: Distributed Matrix Mechanism for Differentially-Private Federated + Learning using Packed Secret Sharing' + affiliation: '' + venue: NeurIPS workshop + year: '2024' + materials: + PUB: https://openreview.net/forum?id=GdzTE7eruH - title: 'FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization' affiliation: ''