EDIS: Diagnosing LLM Reasoning via Entropy Dynamics. - Chenghua Zhu; Siyan Wu; Xiangkang Zeng; Zishan Xu; Zhaolu Kang; Yifu Guo; Yuquan Lu; Junduan Huang; Guojing Zhou (CoRR, 2026)

Zero-Forgetting CISS via Dual-Phase Cognitive Cascades. - Yuquan Lu; Yifu Guo; Zishan Xu; Siyu Zhang; Yu Huo; Siyue Chen; Siyan Wu; Chenghua Zhu; Ruixuan Wang (CoRR, 2026)