Beyond Completion: Probing Cumulative State Tracking to Predict LLM Agent Performance. - Dengzhe Hou; Lingyu Jiang; Deng Li; Zirui Li; Fangzhou Lin; Kazunori D. Yamada (CoRR, 2026)

Physics-Aware Video Instance Removal Benchmark. - Zirui Li; Xinghao Chen 010; Lingyu Jiang; Dengzhe Hou; Fangzhou Lin; Kazunori D. Yamada; Xiangbo Gao; Zhengzhong Tu (CoRR, 2026)

Same Brain, Different Prediction: How Preprocessing Choices Undermine EEG Decoding Reliability. - Dengzhe Hou; Zihao Wu; Lingyu Jiang; Zirui Li; Fangzhou Lin; Kazunori D. Yamada (CoRR, 2026)

Subject-Specific Analysis of Self-Initiated Attention Shifts from EEG with Controlled Internal and External Attention Conditions. - Yuwen Zeng; Dengzhe Hou; Zhang Zhang; Sai Sun; Yongsong Huang; Chia-huei Tseng; Satoshi Shioiri (CoRR, 2026)

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning. - Lingyu Jiang; Zirui Li; Shuo Xing; Peiran Li; Tsubasa Takahashi; Dengzhe Hou; Zhengzhong Tu; Kazunori D. Yamada; Fangzhou Lin (CoRR, 2026)