一作ICML 2026Poster· Applications / Health / Medicine
SGERA: Stein-Guided ECG-Report Alignment for ECG Representation Learning
Jian Chen · Yipeng Du · Wenhao Yuan · Shuai Wang · Jinfeng Xu · Zewei Liu · Running Zhao · Edith Ngai
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Jian Chen · Yipeng Du · Wenhao Yuan · Shuai Wang · Jinfeng Xu · Zewei Liu · Running Zhao · Edith Ngai
Wenhao Yuan · Chenchen Lin · Jian Chen · Jinfeng Xu · Xuehe Wang · Edith Cheuk-Han Ngai
In large language model (LLM) agents, reasoning trajectories are treated as reliable internal beliefs for guiding actions and updating memory. However, coherent reasoning can still violate logical or evidential constraints, allowing unsupported beliefs repeatedly stored and propagated across deci...
Zixuan Li · Binzong Geng · Jing Xiong · Yong He · Yuxuan Hu · Jian Chen · Dingwei Chen · Xiyu Chang · Ngai Wong · Liang Zhang · Linjian Mo · Chengming Li · Chuan Yuan · Zhenan Sun
Yuxuan Hu · Jian Chen · Yuhao Wang · Zixuan Li · Jing Xiong · an Jiaotong University) · Wei Wang · Chengming Li · an Jiaotong University)