Chen, Siyu

22 publications

NeurIPS 2025 An Optimized Franz-Parisi Criterion and Its Equivalence with SQ Lower Bounds Siyu Chen, Theodor Misiakiewicz, Ilias Zadik, Peiyuan Zhang

ICLR 2025 Can Neural Networks Achieve Optimal Computational-Statistical Tradeoff? an Analysis on Single-Index Model Siyu Chen, Beining Wu, Miao Lu, Zhuoran Yang, Tianhao Wang

ICML 2025 In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head SoftMax Attention Jianliang He, Xintian Pan, Siyu Chen, Zhuoran Yang

IJCAI 2025 In-Context Meta LoRA Generation Yihua Shao, Minxi Yan, Yang Liu, Siyu Chen, Wenjie Chen, Xinwei Long, Ziyang Yan, Lei Li, Chenyu Zhang, Nicu Sebe, Hao Tang, Yan Wang, Hao Zhao, Mengzhu Wang, Jingcai Guo

NeurIPS 2025 Leveraging Depth and Language for Open-Vocabulary Domain-Generalized Semantic Segmentation Siyu Chen, Ting Han, Chengzheng Fu, Changshe Zhang, Chaolei Wang, Jinhe Su, Guorong Cai, Meiliu Wu

CVPR 2025 MambaIC: State Space Models for High-Performance Learned Image Compression Fanhu Zeng, Hao Tang, Yihua Shao, Siyu Chen, Ling Shao, Yan Wang

IJCAI 2025 Multi-Scale Temporal Neural Network for Stock Trend Prediction Enhanced by Temporal Hyepredge Learning Lingyun Song, Haodong Li, Siyu Chen, Xinbiao Gan, Binze Shi, Jie Ma, Yudai Pan, Xiaoqi Wang, Xuequn Shang

ICCV 2025 Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation Siyu Chen, Ting Han, Changshe Zhang, Xin Luo, Meiliu Wu, Guorong Cai, Jinhe Su

IJCAI 2025 Unlocking Dark Vision Potential for Medical Image Segmentation Hongpeng Yang, Xiangyu Hu, Yingxin Chen, Siyu Chen, Srihari Nelakuditi, Yan Tong, Shiqiang Ma, Fei Guo

NeurIPSW 2024 Can Neural Networks Achieve Optimal Computational-Statistical Tradeoff? an Analysis on Single-Index Model Siyu Chen, Beining Wu, Miao Lu, Zhuoran Yang, Tianhao Wang

ICML 2024 From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems Jianliang He, Siyu Chen, Fengzhuo Zhang, Zhuoran Yang

NeurIPS 2024 Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang

ICMLW 2024 Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers Siyu Chen, Heejune Sheen, Tianhao Wang, Zhuoran Yang

CVPR 2023 Image Quality-Aware Diagnosis via Meta-Knowledge Co-Embedding Haoxuan Che, Siyu Chen, Hao Chen

ICML 2023 Learning to Incentivize Information Acquisition: Proper Scoring Rules Meet Principal-Agent Model Siyu Chen, Jibang Wu, Yifan Wu, Zhuoran Yang

CVPR 2023 PyPose: A Library for Robot Learning with Physics-Based Optimization Chen Wang, Dasong Gao, Kuan Xu, Junyi Geng, Yaoyu Hu, Yuheng Qiu, Bowen Li, Fan Yang, Brady Moon, Abhinav Pandey, Aryan, Jiahe Xu, Tianhao Wu, Haonan He, Daning Huang, Zhongqiang Ren, Shibo Zhao, Taimeng Fu, Pranay Reddy, Xiao Lin, Wenshan Wang, Jingnan Shi, Rajat Talak, Kun Cao, Yi Du, Han Wang, Huai Yu, Shanzhao Wang, Siyu Chen, Ananth Kashyap, Rohan Bandaru, Karthik Dantu, Jiajun Wu, Lihua Xie, Luca Carlone, Marco Hutter, Sebastian Scherer

ICML 2022 Adaptive Model Design for Markov Decision Process Siyu Chen, Donglin Yang, Jiayang Li, Senmiao Wang, Zhuoran Yang, Zhaoran Wang

ECCV 2022 X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation Yinan He, Gengshi Huang, Siyu Chen, Jianing Teng, Kun Wang, Zhenfei Yin, Lu Sheng, Ziwei Liu, Yu Qiao, Jing Shao

CVPR 2021 Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization Junting Pan, Siyu Chen, Mike Zheng Shou, Yu Liu, Jing Shao, Hongsheng Li

CVPR 2021 ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis Yinan He, Bei Gan, Siyu Chen, Yichun Zhou, Guojun Yin, Luchuan Song, Lu Sheng, Jing Shao, Ziwei Liu

NeurIPS 2021 Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic Yufeng Zhang, Siyu Chen, Zhuoran Yang, Michael I. Jordan, Zhaoran Wang

AAAI 2018 Predicting Aesthetic Score Distribution Through Cumulative Jensen-Shannon Divergence Xin Jin, Le Wu, Xiaodong Li, Siyu Chen, Siwei Peng, Jingying Chi, Shiming Ge, Chenggen Song, Geng Zhao