Jialin Chen

1. From Similarity to Superiority: Channel Clustering for Time Series Forecasting
   2024/03/31 by Jialin Chen, Jan Eric Lenssen, Chen, Jialin +13 · 12 citations
   Computer Science · #Time Series Analysis and Forecasting
2. MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question Answering
   2025/03/21 by Jialin Chen, Chen, Jialin, Aosong Feng +16 · 13 citations
   Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Topic Modeling #Stock Market Forecasting Methods
3. Low-Rank Adaptation for Foundation Models: A Comprehensive Review
   2024/12/31 by Menglin Yang, Yang, Menglin, Jialin Chen +18 · 10 citations
   Engineering · #Artificial Intelligence (cs.AI) #Dam Engineering and Safety #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG)
4. TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery
   2023/10/30 by Jialin Chen, Chen, Jialin, Rex Ying +1 · 5 citations
   Computer Science · Psychology · #Advanced Graph Neural Networks #Machine Learning in Healthcare #Mental Health Research Topics
5. DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs
   2024/06/17 by Jiasheng Zhang, Zhang, Jiasheng, Jialin Chen +11 · 5 citations
   Computer Science · #Semantic Web and Ontologies #Advanced Graph Neural Networks #Logic, Reasoning, and Knowledge
6. Recent advances of transition radiation: fundamentals and applications
   2023/01/01 by Ruoxi Chen, Chen, Ruoxi, Zheng Gong +11 · 3 citations
   Engineering · Physics and Astronomy · #FOS: Physical sciences #Optics (physics.optics) #Semiconductor Quantum Structures and Devices #Superconducting and THz Device Technology #Terahertz technology and applications
7. Low-velocity-favored transition radiation
   2022/12/26 by Jialin Chen, Chen, Jialin, Ruoxi Chen +19 · 3 citations
   Physics and Astronomy · Chemistry · #Strong Light-Matter Interactions #Quantum optics and atomic interactions #Spectroscopy and Laser Applications
8. D4Explainer: In-Distribution GNN Explanations via Discrete Denoising Diffusion
   2023/10/30 by Jialin Chen, Chen, Jialin, Shirley Wu +5 · 2 citations
   Computer Science · Materials Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
9. Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition
   2024/03/07 by Aosong Feng, Feng, Aosong, Jialin Chen +13 · 1 citation
   Computer Science · #Time Series Analysis and Forecasting
10. TRACE: Grounding Time Series in Context for Multimodal Embedding and Retrieval
    2025/06/10 by Jialin Chen, Ziyu Zhao, Chen, Jialin +13 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting #Topic Modeling