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from federatedscope.core.monitors.early_stopper import EarlyStopper | ||
from federatedscope.core.monitors.metric_calculator import MetricCalculator | ||
from federatedscope.core.monitors.monitor import Monitor | ||
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__all__ = ['EarlyStopper', 'MetricCalculator', 'Monitor'] |
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from federatedscope.core.trainers.trainer import Trainer, GeneralTorchTrainer | ||
from federatedscope.core.trainers.trainer_multi_model import GeneralMultiModelTrainer | ||
from federatedscope.core.trainers.trainer_pFedMe import wrap_pFedMeTrainer | ||
from federatedscope.core.trainers.trainer_Ditto import wrap_DittoTrainer | ||
from federatedscope.core.trainers.trainer_FedEM import FedEMTrainer | ||
from federatedscope.core.trainers.context import Context | ||
from federatedscope.core.trainers.trainer_fedprox import wrap_fedprox_trainer | ||
from federatedscope.core.trainers.trainer_nbafl import wrap_nbafl_trainer, wrap_nbafl_server | ||
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__all__ = [ | ||
'Trainer', 'Context', 'GeneralTorchTrainer', 'wrap_pFedMeTrainer', | ||
'Trainer', 'Context', 'GeneralTorchTrainer', 'GeneralMultiModelTrainer', | ||
'wrap_pFedMeTrainer', 'wrap_DittoTrainer', 'FedEMTrainer', | ||
'wrap_fedprox_trainer', 'wrap_nbafl_trainer', 'wrap_nbafl_server' | ||
] | ||
] |
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The paper list goes here. |
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The paper list goes here. |
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The paper list goes here. |
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## The paper list of Federated Learning in NLP will go here. |
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## Federated Learning for Recommendation | ||
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### 2021 | ||
| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | EMNLP | [pdf](https://aclanthology.org/2021.emnlp-main.223), [code](https://github.com/yjw1029/Efficient-FedRec) | | ||
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### 2020 | ||
| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Secure Federated Matrix Factorization | IEEE Intelligent Systems | [pdf](https://ieeexplore.ieee.org/abstract/document/9162459), [code](https://github.com/Di-Chai/FedMF) | | ||
| Privacy-Preserving News Recommendation Model Learning | EMNLP | [pdf](https://aclanthology.org/2020.findings-emnlp.128/), [code](https://github.com/taoqi98/FedNewsRec) | | ||
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### 2019 | ||
| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System | arXiv | [pdf](https://arxiv.org/abs/1901.09888) | | ||
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## Federated Learning for Graph | ||
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### 2021 | ||
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| Title | Venue | Link | | ||
| ------------------------------------------------------------ | ---------- | ------------------------------------------------------------ | | ||
| Federated Graph Classification over Non-IID Graphs | NeurIPS | [pdf](https://proceedings.neurips.cc//paper/2021/file/9c6947bd95ae487c81d4e19d3ed8cd6f-Paper.pdf), [code](https://github.com/Oxfordblue7/GCFL) | | ||
| Subgraph Federated Learning with Missing Neighbor Generation | NeurIPS | [pdf](http://proceedings.neurips.cc/paper/2021/file/34adeb8e3242824038aa65460a47c29e-Paper.pdf), [code](https://github.com/zkhku/fedsage) | | ||
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | KDD | [pdf](https://arxiv.org/pdf/2106.05223v1.pdf), [code](https://github.com/mengcz13/KDD2021_CNFGNN) | | ||
| Glint: Decentralized Federated Graph Learning with Traffic Throttling and Flow Scheduling | IEEE IWQoS | [pdf](https://ieeexplore.ieee.org/abstract/document/9521331) | | ||
| Differentially Private Federated Knowledge Graphs Embedding | CIKM | [pdf](https://arxiv.org/pdf/2105.07615v2.pdf), [code](https://github.com/HKUST-KnowComp/FKGE) | | ||
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### 2020 | ||
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| Title | Venue | Link | | ||
| ----------------------------------------------------- | ----- | ------------------------------------------------------------ | | ||
| FedE: Embedding Knowledge Graphs in Federated Setting | IJCKG | [pdf](https://dl.acm.org/doi/fullHtml/10.1145/3502223.3502233), [code](https://github.com/zjukg/FedE) | | ||
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### 2019 | ||
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| Title | Venue | Link | | ||
| ------------------------------------------------------------ | ----- | --------------------------------------------- | | ||
| Towards Federated Graph Learning for Collaborative Financial Crimes Detection | Arxiv | [pdf](https://arxiv.org/pdf/1909.12946v2.pdf) | | ||
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## Federated Hyperparameter Optimization | ||
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### 2022 | ||
Coming soon! | ||
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### 2021 | ||
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| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing | NeurIPS | [pdf](https://openreview.net/forum?id=p99rWde9fVJ), [code](https://github.com/mkhodak/FedEx) | | ||
| FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning | NeurIPS workshop | [pdf](https://neurips2021workshopfl.github.io/NFFL-2021/papers/2021/Zhou2021.pdf) | | ||
| FedTune: Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective | Arxiv | [pdf](https://arxiv.org/pdf/2110.03061.pdf) | | ||
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### 2020 | ||
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| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Federated Bayesian Optimization via Thompson Sampling | NeurIPS | [pdf](https://proceedings.neurips.cc/paper/2020/file/6dfe08eda761bd321f8a9b239f6f4ec3-Paper.pdf) | | ||
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### 2019 | ||
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| Title | Venue | Link | | ||
| --- | --- | --- | | ||
| Learning Rate Adaptation for Differentially Private Learning | AISTATS | [pdf](http://proceedings.mlr.press/v108/koskela20a.html) | | ||
| Robust Federated Learning Through Representation Matching and Adaptive Hyper-parameters | Arxiv | [pdf](https://arxiv.org/pdf/1912.13075.pdf) | |
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## The paper list of Personalized Federated Learning will go here. |
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## The material of KDD 2022 tutorial will go here. |
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