From 93e20a084ebefee4e4948ad49531150689fd52bd Mon Sep 17 00:00:00 2001 From: Du Date: Sun, 16 Jun 2024 00:30:35 +1000 Subject: [PATCH] Update ICLR2024 --- README.md | 26 ++++++++++++++++++++++++-- 1 file changed, 24 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 2d39add..46ce85e 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # Time-Series Works and Conferences -# Backlog (To do): WWW 2024, ICLR 2024, WSDM 2024... +# Backlog (To do): AAAI 2024, WWW 2024, ICLR 2024, WSDM 2024... **Visit our [GitHub Page](https://lixus7.github.io/Time-Series-Works-Conferences/) for a better view.** @@ -85,7 +85,7 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr - Time Series Imputation - Time Series Anomaly Detection - Demand Prediction -- Demand Prediction +- Time Series Generation - Travel Time Estimation - Traffic Location Prediction - Event Prediction @@ -99,6 +99,24 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr | :-: | :-: | :-: | :-: | :-: | - | | Paper Nums:100+ | | | | | | | Multivariable | Electricity
PEMSD7M
BikeNYC
[TimesNet_data](https://github.com/thuml/Time-Series-Library) | SCNN | [Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting](https://ieeexplore.ieee.org/document/10457027) | [Pytorch](https://github.com/JLDeng/SCNN)
![Stars](https://img.shields.io/github/stars/JLDeng/SCNN?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/JLDeng/SCNN?color=critical&style=social) | TKDE 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | iTransformer | [iTransformer: Inverted Transformers Are Effective for Time Series Forecasting](https://openreview.net/forum?id=JePfAI8fah) | [Pytorch](https://github.com/thuml/iTransformer)
![Stars](https://img.shields.io/github/stars/thuml/iTransformer?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/thuml/iTransformer?color=critical&style=social) | ICLR 2024 +| Multivariable | NorPool
Caiso
Traffic
Electricity
Weather
Exchange
ETT
Wind | mr-Diff | [ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis](https://openreview.net/forum?id=mmjnr0G8ZY) | None | ICLR 2024 +| Multivariable | ETT
Electricity
Weather
Traffic
Exchange
ILI | ModernTCN | [Multi-Resolution Diffusion Models for Time Series Forecasting](https://openreview.net/forum?id=vpJMJerXHU) | [Pytorch](https://github.com/luodhhh/ModernTCN)
![Stars](https://img.shields.io/github/stars/luodhhh/ModernTCN?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/luodhhh/ModernTCN?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Time-LLM | [Time-LLM: Time Series Forecasting by Reprogramming Large Language Models](https://openreview.net/forum?id=Unb5CVPtae) | [Pytorch](https://github.com/KimMeen/Time-LLM)
![Stars](https://img.shields.io/github/stars/KimMeen/Time-LLM?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/KimMeen/Time-LLM?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | TEMPO | [TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting](https://openreview.net/forum?id=YH5w12OUuU) | [Pytorch](https://github.com/DC-research/TEMPO)
![Stars](https://img.shields.io/github/stars/DC-research/TEMPO?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/DC-research/TEMPO?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CARD | [CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting](https://openreview.net/forum?id=MJksrOhurE) | [Pytorch](https://github.com/wxie9/CARD)
![Stars](https://img.shields.io/github/stars/wxie9/CARD?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/wxie9/CARD?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | ARM | [ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning](https://openreview.net/forum?id=JWpwDdVbaM) | None | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | DAM | [DAM: Towards a Foundation Model for Forecasting](https://openreview.net/forum?id=4NhMhElWqP) | [None](https://openreview.net/attachment?id=4NhMhElWqP&name=supplementary_material) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library)
PEMS3478 | TimeMixer | [TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting](https://openreview.net/forum?id=7oLshfEIC2) | [Pytorch](https://github.com/kwuking/TimeMixer)
![Stars](https://img.shields.io/github/stars/kwuking/TimeMixer?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/kwuking/TimeMixer?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | PDF | [Periodicity Decoupling Framework for Long-term Series Forecasting](https://openreview.net/forum?id=dp27P5HBBt) | [Pytorch](https://github.com/Hank0626/PDF)
![Stars](https://img.shields.io/github/stars/Hank0626/PDF?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/Hank0626/PDF?color=critical&style=social) | ICLR 2024 +| Multivariable
Missing Value| METR-LA
Electricity
PEMS
ETT
BeijingAir| BiTGraph | [Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values](https://openreview.net/forum?id=O9nZCwdGcG) | [Pytorch](https://github.com/chenxiaodanhit/BiTGraph)
![Stars](https://img.shields.io/github/stars/chenxiaodanhit/BiTGraph?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/chenxiaodanhit/BiTGraph?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library)
PEMS08 | LIFT | [Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators](https://openreview.net/forum?id=JiTVtCUOpS) | [Pytorch](https://github.com/SJTU-Quant/LIFT)
![Stars](https://img.shields.io/github/stars/SJTU-Quant/LIFT?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/SJTU-Quant/LIFT?color=critical&style=social) | ICLR 2024 +| Multivariable | ETT
Weather
ILI
Traffic | STanHop | [STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction](https://openreview.net/forum?id=6iwg437CZs) | [Pytorch](https://github.com/MAGICS-LAB/STanHop)
![Stars](https://img.shields.io/github/stars/MAGICS-LAB/STanHop?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/MAGICS-LAB/STanHop?color=critical&style=social) | ICLR 2024 +| Multivariable | ETT
Weather
Electricity
Traffic
ILI
CloudCluster | Pathformer | [Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting](https://openreview.net/forum?id=vpJMJerXHU) | [Pytorch](https://github.com/decisionintelligence/pathformer)
![Stars](https://img.shields.io/github/stars/decisionintelligence/pathformer?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/decisionintelligence/pathformer?color=critical&style=social) | ICLR 2024 +| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | pits | [Learning to Embed Time Series Patches Independently](https://openreview.net/forum?id=vpJMJerXHU) | [Pytorch](https://github.com/seunghan96/pits)
![Stars](https://img.shields.io/github/stars/seunghan96/pits?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/seunghan96/pits?color=critical&style=social) | ICLR 2024 +| Multivariable | ETT
Weather
Electricity
Traffic | FITS | [FITS: Modeling Time Series with 10k Parameters](https://openreview.net/forum?id=bWcnvZ3qMb) | [Pytorch](https://github.com/VEWOXIC/FITS)
![Stars](https://img.shields.io/github/stars/VEWOXIC/FITS?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/VEWOXIC/FITS?color=critical&style=social) | ICLR 2024 +| Multivariable | ETT
Electricity
Weather
Lora | AutoTCL | [Parametric Augmentation for Time Series Contrastive Learnin](https://openreview.net/forum?id=EIPLdFy3vp) | [Pytorch](https://github.com/AslanDing/AutoTCL)
![Stars](https://img.shields.io/github/stars/AslanDing/AutoTCL?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/AslanDing/AutoTCL?color=critical&style=social) | ICLR 2024 +| Multivariable | ETT
Exchange
ILI | GLIP | [Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction](https://openreview.net/forum?id=aFWUY3E7ws) | [Pytorch](https://openreview.net/attachment?id=aFWUY3E7ws&name=supplementary_material) | ICLR 2024 | Multivariable | Ross
Saratoga
UpperPen
SFC | DAN | [Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/27768) | [Pytorch](https://github.com/davidanastasiu/dan)
![Stars](https://img.shields.io/github/stars/davidanastasiu/dan?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/davidanastasiu/dan?color=critical&style=social) | AAAI 2024 | Multivariable | ILI
Weather
Traffic
Electricity
ETT
Exchange | HDMixer | [HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/29155) | [Pytorch](https://github.com/hqh0728/HDMixer)
![Stars](https://img.shields.io/github/stars/hqh0728/HDMixer?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/hqh0728/HDMixer?color=critical&style=social) | AAAI 2024 | Multivariable | PEMS03
PEMS04
PEMS07
PEMS08
England
TaxiBJ
PEMS-BAY | STPGNN | [Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/28707) | None | AAAI 2024 @@ -389,6 +407,9 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr | Task | Data | Model | Paper | Code | Publication | | :-: | :-: | :-: | :-: | :-: | - | | Paper Nums:40+ | | | | | | +| probability | Exchange
ILI
ETT
Electricity
Traffic
Weather | TMDM | [Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting](https://openreview.net/forum?id=qae04YACHs) | None | ICLR 2024 +| probability | Exchange
Solar
Electricity
Traffic
Taxi
Wikipedia | VQ-TR | [VQ-TR: Vector Quantized Attention for Time Series Forecasting](https://openreview.net/forum?id=IxpTsFS7mh) | None | ICLR 2024 +| Conformer | COVID-19 | CopulaCPTS | [Copula Conformal prediction for multi-step time series prediction](https://epubs.siam.org/doi/abs/10.1137/1.9781611977653.ch54) | [Pytorch](hhttps://github.com/Rose-STL-Lab/CopulaCPTS)
![Stars](https://img.shields.io/github/stars/Rose-STL-Lab/CopulaCPTS?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/Rose-STL-Lab/CopulaCPTS?color=critical&style=social) | ICLR 2024 | probability | Solar
Electricity
Traffic
Taxi
Wikipedia | LDT | [ Latent Diffusion Transformer for Probabilistic Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/29085) | None | AAAI 2024 | probability | Solar
Electricity
Traffic
Exchange
M4-Hourly
UberTLC
KDDCup
Wikipedia | TSDiff | [Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting](https://proceedings.neurips.cc/paper_files/paper/2023/hash/5a1a10c2c2c9b9af1514687bc24b8f3d-Abstract-Conference.html) | [GluonTS](https://github.com/amazon-science/unconditional-time-series-diffusion)
![Stars](https://img.shields.io/github/stars/amazon-science/unconditional-time-series-diffusion?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/amazon-science/unconditional-time-series-diffusion?color=critical&style=social) | NIPS 2023 | Quantile | Electricity
Kaggle
M4-daily
Traffic
Wiki | Ensemble | [Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting](https://proceedings.mlr.press/v202/hasson23a.html) | None | ICML 2023 @@ -625,6 +646,7 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr | Task | Data | Model | Paper | Code | Publication | | :-: | :-: | :-: | :-: | :-: | - | | Paper Nums: 2 | | | | | | +| TS Generation | FRED-MD
NN5 Daily
Temp Rain
Solar Weekly | Diffusion-TS | [Diffusion-TS: Interpretable Diffusion for General Time Series Generation](https://openreview.net/forum?id=4h1apFjO99) | [Pytorch](https://github.com/thuwuyinjun/DGM2)
![Stars](https://img.shields.io/github/stars/thuwuyinjun/DGM2?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/thuwuyinjun/DGM2?color=critical&style=social) | ICLR 2024 | TS Generation | FRED-MD
NN5 Daily
Temp Rain
Solar Weekly | LS4 | [Deep Latent State Space Models for Time-Series Generation](https://proceedings.mlr.press/v202/zhou23i.html) | [Pytorch](https://github.com/thuwuyinjun/DGM2)
![Stars](https://img.shields.io/github/stars/thuwuyinjun/DGM2?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/thuwuyinjun/DGM2?color=critical&style=social) | ICML 2023 | TS Generation | He ́non maps
Lorenz
fMRI
EEG| CR-VAE | [Causal Recurrent Variational Autoencoder for Medical Time Series Generation](https://ojs.aaai.org/index.php/AAAI/article/view/26031) | [Pytorch](https://github.com/hongmingli1995/CR-VAE)
![Stars](https://img.shields.io/github/stars/hongmingli1995/CR-VAE?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/hongmingli1995/CR-VAE?color=critical&style=social) | AAAI 2023 | TS Generation | ETTh1
ETTh2
US Births
ILI| AEC-GAN | [AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation](https://ojs.aaai.org/index.php/AAAI/article/view/26208) | [Pytorch](https://github.com/hongmingli1995/CR-VAE)
![Stars](https://img.shields.io/github/stars/hongmingli1995/CR-VAE?color=critical&style=social)
![Forks](https://img.shields.io/github/forks/hongmingli1995/CR-VAE?color=critical&style=social) | AAAI 2023