Peng Chen

About Me

I am a Ph.D. student in School of Data Science and Engineering of East China Normal University and a member of DI DaSE, advised by Prof.Chenjuan Guo and A/Prof.Yang Shu. My reasearch interests focus on Time Series Analysis based on Deep Learning, including forecasting, classification, time series fundation model, large language model for time series, multi-modal time series model.

News

• [May. 2025] Our Bechamrk about Time Series Forecasting Foundation Models (TSFM-Bench) is accepted to SIGKDD 2025.

• [May. 2025] Two Time Series Forecasting Foundation Models (ReadyTS) and (LightGTS) are accepted to ICML 2025.

• [Apr. 2025] AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification is accepted to ICDE 2025.

• [Jan. 2025] Air Quality Prediction with Physics-Informed Dual Neural ODEs in Open Systems is accepted to ICLR 2025.

• [Jan. 2024] Multi-scale Time Series Forecasting Model (Pathformer) is accepted to ICLR 2024.

Publications&Preprints

Services

Conference Reviewers

• International Conference on Learning Representations (ICLR) 2025
• Conference on Neural Information Processing Systems (NeurIPS) 2025
• ACM International Conference on Multimedia (ACM MM) 2025

Journal Reviewers

• IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
• IEEE Transactions on Knowledge and Data Engineering (TKDE)
• ACM Transactions on Intelligent Systems and Technology (TIST)
• IEEE Transactions on Neural Networks and learning systems (TNNLS)

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