diff --git a/README.md b/README.md
index 6b89608..921bed9 100644
--- a/README.md
+++ b/README.md
@@ -99,14 +99,31 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
 | :-: | :-: | :-: | :-: | :-: | - |
 | Paper Nums:100+ | <img width=150/> | <img width=220/>  |   |   |   <img width=300/> |
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    SSCNN | [Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting](https://openreview.net/forum?id=54NSHO0lFe) | [Pytorch](https://github.com/JLDeng/SSCNN)  <br>![Stars](https://img.shields.io/github/stars/JLDeng/SSCNN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/JLDeng/SSCNN?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |     | [Are Language Models Actually Useful for Time Series Forecasting?](https://openreview.net/forum?id=54NSHO0lFe) | [Pytorch](https://github.com/BennyTMT/LLMsForTimeSeries)  <br>![Stars](https://img.shields.io/github/stars/BennyTMT/LLMsForTimeSeries?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/BennyTMT/LLMsForTimeSeries?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    PGN | [PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting](https://openreview.net/forum?id=ypEamFKu2O&noteId=jpzTU4OIxe) | [Pytorch](https://github.com/Water2sea/TPGN)  <br>![Stars](https://img.shields.io/github/stars/Water2sea/TPGN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Water2sea/TPGN?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    CATS | [Are Self-Attentions Effective for Time Series Forecasting?](https://openreview.net/forum?id=iN43sJoib7&noteId=VrwF0T4VGH) | [Pytorch](https://github.com/dongbeank/CATS)  <br>![Stars](https://img.shields.io/github/stars/dongbeank/CATS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/dongbeank/CATS?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Attraos | [Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective](https://openreview.net/forum?id=fEYHZzN7kX) | [Pytorch](https://github.com/CityMind-Lab/NeurIPS24-Attraos)  <br>![Stars](https://img.shields.io/github/stars/CityMind-Lab/NeurIPS24-Attraos?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/CityMind-Lab/NeurIPS24-Attraos?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Time-FFM | [Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting](https://openreview.net/forum?id=HS0faHRhWD) | [Pytorch](https://github.com/yuppielqx/Time-FFM)  <br>![Stars](https://img.shields.io/github/stars/yuppielqx/Time-FFM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/yuppielqx/Time-FFM?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Chimera | [Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models](https://openreview.net/forum?id=ncYGjx2vnE) | [Pytorch](https://github.com/ABehrouz/Chimera)  <br>![Stars](https://img.shields.io/github/stars/ABehrouz/Chimera?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ABehrouz/Chimera?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    TimeXer | [TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables](https://openreview.net/forum?id=INAeUQ04lT) | [Pytorch](https://github.com/thuml/TimeXer)  <br>![Stars](https://img.shields.io/github/stars/thuml/TimeXer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuml/TimeXer?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    MiTSformer| [Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment](https://openreview.net/forum?id=EMV8nIDZJn) | [Pytorch](https://github.com/chunhuiz/MiTSformer)  <br>![Stars](https://img.shields.io/github/stars/chunhuiz/MiTSformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/chunhuiz/MiTSformer?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    TTMs| [Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series](https://openreview.net/forum?id=3O5YCEWETq) | [Pytorch](https://github.com/ibm-granite/granite-tsfm)  <br>![Stars](https://img.shields.io/github/stars/ibm-granite/granite-tsfm?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ibm-granite/granite-tsfm?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Sumba| [Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics](https://openreview.net/forum?id=co7DsOwcop) | [Pytorch](https://github.com/chenxiaodanhit/Sumba)  <br>![Stars](https://img.shields.io/github/stars/chenxiaodanhit/Sumba?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/chenxiaodanhit/Sumba?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Peri-midFormer | [Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis](https://openreview.net/forum?id=5iUxMVJVEV) | [Pytorch](https://github.com/WuQiangXDU/Peri-midFormer)  <br>![Stars](https://img.shields.io/github/stars/WuQiangXDU/Peri-midFormer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/WuQiangXDU/Peri-midFormer?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    Ada-MSHyper | [Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting](https://openreview.net/forum?id=RNbrIQ0se8) | [Pytorch](https://github.com/shangzongjiang/Ada-MSHyper)  <br>![Stars](https://img.shields.io/github/stars/shangzongjiang/Ada-MSHyper?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/shangzongjiang/Ada-MSHyper?color=critical&style=social)  | NIPS 2024
+| Multivariable | ...  |    LPTM | [Large Pre-trained time series models for cross-domain Time series analysis tasks](https://openreview.net/forum?id=vMMzjCr5Zj) | [Pytorch](https://github.com/AdityaLab/LPTM)  <br>![Stars](https://img.shields.io/github/stars/AdityaLab/LPTM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/AdityaLab/LPTM?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    CCM | [From Similarity to Superiority: Channel Clustering for Time Series Forecasting](https://openreview.net/forum?id=MDgn9aazo0) | [Pytorch](https://github.com/Graph-and-Geometric-Learning/TimeSeriesCCM)  <br>![Stars](https://img.shields.io/github/stars/Graph-and-Geometric-Learning/TimeSeriesCCM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Graph-and-Geometric-Learning/TimeSeriesCCM?color=critical&style=social)  | NIPS 2024
+| Add News |  Electricity <br> Exchange  <br> Traffic <br> Bitcoin  |     | [From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection](https://openreview.net/forum?id=DpByqSbdhI) | [Pytorch](https://github.com/ameliawong1996/From_News_to_Forecast)  <br>![Stars](https://img.shields.io/github/stars/ameliawong1996/From_News_to_Forecast?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ameliawong1996/From_News_to_Forecast?color=critical&style=social)  | NIPS 2024
 | Multivariable |  ImageBind <br> IMU2CLIP  <br> IMUGPT <br> HARGPT <br> LLaVA |    UniMTS | [UniMTS: Unified Pre-training for Motion Time Series](https://openreview.net/forum?id=DpByqSbdhI) | [Pytorch](https://github.com/xiyuanzh/UniMTS)  <br>![Stars](https://img.shields.io/github/stars/xiyuanzh/UniMTS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/xiyuanzh/UniMTS?color=critical&style=social)  | NIPS 2024
+| Attack |  PEMS03 <br> PEMS04  <br> PEMS08 <br> Weather <br> ETTm1 |    BackTime | [BackTime: Backdoor Attacks on Multivariate Time Series Forecasting](https://openreview.net/forum?id=y8HUXkwAOg) | [Pytorch](https://github.com/xiaolin-cs/BackTime)  <br>![Stars](https://img.shields.io/github/stars/xiaolin-cs/BackTime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/xiaolin-cs/BackTime?color=critical&style=social)  | NIPS 2024
 | Less data |  Electricity <br> Solar  <br> Traffic <br> PEMS-BAY <br> METR-LA |    ChronoEpilogi | [ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions](https://openreview.net/forum?id=y8HUXkwAOg) | [Pytorch](https://github.com/ev07/ChronoEpilogi)  <br>![Stars](https://img.shields.io/github/stars/ev07/ChronoEpilogi?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ev07/ChronoEpilogi?color=critical&style=social)  | NIPS 2024
+| Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    FAN | [Frequency Adaptive Normalization For Non-stationary Time Series Forecasting](https://openreview.net/forum?id=T0axIflVDD) | [Pytorch](https://github.com/wayne155/FAN)  <br>![Stars](https://img.shields.io/github/stars/wayne155/FAN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/wayne155/FAN?color=critical&style=social)  | NIPS 2024
+| Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    GLAFF | [Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective](https://openreview.net/forum?id=EY2agT920S) | [Pytorch](https://github.com/ForestsKing/GLAFF)  <br>![Stars](https://img.shields.io/github/stars/ForestsKing/GLAFF?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ForestsKing/GLAFF?color=critical&style=social)  | NIPS 2024
+| Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    FilterNet | [FilterNet: Harnessing Frequency Filters for Time Series Forecasting](https://openreview.net/forum?id=ugL2D9idAD) | [Pytorch](https://github.com/aikunyi/FilterNet)  <br>![Stars](https://img.shields.io/github/stars/aikunyi/FilterNet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/aikunyi/FilterNet?color=critical&style=social)  | NIPS 2024
+| Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    CycleNet | [CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns](https://openreview.net/forum?id=clBiQUgj4w) | [Pytorch](https://github.com/ACAT-SCUT/CycleNet)  <br>![Stars](https://img.shields.io/github/stars/ACAT-SCUT/CycleNet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ACAT-SCUT/CycleNet?color=critical&style=social)  | NIPS 2024
 | Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    RATD | [Retrieval-Augmented Diffusion Models for Time Series Forecasting](https://openreview.net/forum?id=RVZfra6sZo) | [Pytorch](https://github.com/stanliu96/RATD)  <br>![Stars](https://img.shields.io/github/stars/stanliu96/RATD?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/stanliu96/RATD?color=critical&style=social)  | NIPS 2024
 | Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    DDN | [DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting](https://openreview.net/forum?id=RVZfra6sZo) | [Pytorch](https://github.com/Hank0626/DDN)  <br>![Stars](https://img.shields.io/github/stars/Hank0626/DDN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Hank0626/DDN?color=critical&style=social)  | NIPS 2024
+| Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)  |    FBM | [Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting](https://openreview.net/forum?id=BAfKBkr8IP) | [Pytorch](https://github.com/runze1223/Fourier-Basis-Mapping)  <br>![Stars](https://img.shields.io/github/stars/runze1223/Fourier-Basis-Mapping?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/runze1223/Fourier-Basis-Mapping?color=critical&style=social)  | NIPS 2024
 | Multivariable |   [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    BSA | [Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting](https://openreview.net/forum?id=dxyNVEBQMp) | [Pytorch](https://github.com/DJLee1208/BSA_2024)  <br>![Stars](https://img.shields.io/github/stars/DJLee1208/BSA_2024?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/DJLee1208/BSA_2024?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    DeformableTST | [DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching](https://openreview.net/forum?id=B1Iq1EOiVU) | [Pytorch](https://github.com/luodhhh/DeformableTST)  <br>![Stars](https://img.shields.io/github/stars/luodhhh/DeformableTST?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/luodhhh/DeformableTST?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    SOFTS | [SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion](https://openreview.net/forum?id=89AUi5L1uA) | [Pytorch](https://github.com/Secilia-Cxy/SOFTS)  <br>![Stars](https://img.shields.io/github/stars/Secilia-Cxy/SOFTS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Secilia-Cxy/SOFTS?color=critical&style=social)  | NIPS 2024
@@ -687,6 +704,8 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
 |  Task  |    Data |   Model  | Paper   |    Code    |   Publication    |
 | :-: | :-: | :-: | :-: | :-: | - |
 | Paper Nums: 6  | <img width=90/> |      |     |     |  <img width=320/> |
+| TS Generation |  Stock  <br> Energy  <br>  MuJoCo  |   ImagenTime       | [Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series](https://openreview.net/forum?id=2NfBBpbN9x) | [Pytorch](https://github.com/azencot-group/ImagenTime) <br>![Stars](https://img.shields.io/github/stars/azencot-group/ImagenTime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/azencot-group/ImagenTime?color=critical&style=social)  | NIPS 2024
+| TS Generation | AR1 <br>  Stock  <br> Energy  <br>  Temperature <br> ECG  |   FIDE       | [FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation](https://openreview.net/forum?id=5HQhYiGnYb) | [Pytorch](https://github.com/galib19/FIDE) <br>![Stars](https://img.shields.io/github/stars/galib19/FIDE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/galib19/FIDE?color=critical&style=social)  | NIPS 2024
 | TS Generation | Electricity <br>  Traffic  <br> Exchange  <br>  M4 <br> UberTLC <br> Solar <br> KDDCup <br> Wikipedia |   ANT       | [ANT: Adaptive Noise Schedule for Time Series Diffusion Models](https://openreview.net/forum?id=1ojAkTylz4) | [glounts](https://github.com/seunghan96/ANT) <br>![Stars](https://img.shields.io/github/stars/seunghan96/ANT?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/seunghan96/ANT?color=critical&style=social)  | NIPS 2024
 | TS Generation | Sines <br>  Stocks  <br> ETTh <br>  MuJoCo <br> Energy <br> Solar <br> fMRI |   SDformer       | [SDformer: Similarity-driven Discrete Transformer For Time Series Generation](https://openreview.net/forum?id=ZKbplMrDzI) | [Pytorch](https://anonymous.4open.science/r/SDformer-main/README.md)  | NIPS 2024
 | TS Generation | Sines <br>  Stocks  <br> ETTh <br>  MuJoCo <br> Energy <br> Solar <br> fMRI |   Diffusion-TS        | [Diffusion-TS: Interpretable Diffusion for General Time Series Generation](https://openreview.net/forum?id=4h1apFjO99) | [Pytorch](https://github.com/Y-debug-sys/Diffusion-TS) <br>![Stars](https://img.shields.io/github/stars/Y-debug-sys/Diffusion-TS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Y-debug-sys/Diffusion-TS?color=critical&style=social) | ICLR 2024