Peng Chen

PhD student, East China Normal University

Joined

September 2023

Names

Peng Chen (Preferred)

P Chen

Emails

****@stu.ecnu.edu.cn (Confirmed)

Personal Links

Career & Education History

PhD student

East China Normal University (ecnu.edu.cn)

2022 – Present

Advisors, Relations & Conflicts

PhD Advisor

Chenjuan Guo

2022 – Present

Expertise

No areas of expertise listed

Publications

Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality
Mingyang Yu, Xiahui Guo, Peng Chen, Zhenkai Li, Yang Shu
- Proceedings of the 33rd ACM International Conference on Multimedia
- Readers: Everyone
CC-Time: Cross-Model and Cross-Modality Time Series Forecasting
Peng Chen, Yihang Wang, Yang Shu, Yunyao Cheng, Kai Zhao, Zhongwen Rao, Lujia Pan, Bin Yang, Chenjuan Guo
- Submitted to ICLR 2026
- Readers: Everyone
RockTS: Robust Time Series Forecasting based on Information Bottleneck and Optimal Transport
Yuying Qiu, Yihang Wang, Peng Chen, Yang Shu, Bin Yang, Chenjuan Guo
- Submitted to ICLR 2026
- Readers: Everyone
Towards Multimodal Time Series Anomaly Detection with Semantic Alignment and Condensed Interaction
Shiyan Hu, Jianxin Jin, Yang Shu, Peng Chen, Bin Yang, Chenjuan Guo
- ICLR 2026 Poster
- Readers: Everyone
Unlocking the Value of Text: Event-Driven Reasoning and Multi-Level Alignment for Time Series Forecasting
Siyuan Wang, Peng Chen, Yihang Wang, Wanghui Qiu, Chenjuan Guo, Bin Yang, Yang Shu
- ICLR 2026 Poster
- Readers: Everyone
Towards a Multimodal Foundation Model for Time Series Analysis
Peng Chen, Siyuan Wang, Shiyan Hu, Xingjian Wu, Yang Shu, Zhongwen Rao, Meng Wang, Yijie Li, Bin Yang, Chenjuan Guo
- Submitted to ICLR 2026
- Readers: Everyone
Aurora: Towards Universal Generative Multimodal Time Series Forecasting
Xingjian Wu, Jianxin Jin, Wanghui Qiu, Peng Chen, Yang Shu, Bin Yang, Chenjuan Guo
- ICLR 2026 Poster
- Readers: Everyone
Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer
Yihang Wang, Yuying Qiu, Peng Chen, Kai Zhao, Yang Shu, Zhongwen Rao, Lujia Pan, Bin Yang, Chenjuan Guo
- ICML 2025 poster
- Readers: Everyone
LightGTS: A Lightweight General Time Series Forecasting Model
Yihang Wang, Yuying Qiu, Peng Chen, Yang Shu, Zhongwen Rao, Lujia Pan, Bin Yang, Chenjuan Guo
- ICML 2025 poster
- Readers: Everyone
Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
Jindong Tian, Yuxuan Liang, Ronghui Xu, Peng Chen, Chenjuan Guo, Aoying Zhou, Lujia Pan, Zhongwen Rao, Bin Yang
- ICLR 2025 Poster
- Readers: Everyone

View all 19 publications

Co-Authors

View all 37 co-authors