Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation. - Haonan Sheng; Dou Hu 001; Lingwei Wei; Wei Zhou 019; Songlin Hu 001 (EMNLP (Findings), 2025)

Merging Beyond: Streaming LLM Updates via Activation-Guided Rotations. - Yuxuan Yao; Haonan Sheng; Qingsong Lv; Han Wu 004; Shuqi Liu 001; Zehua Liu; Zengyan Liu; Jiahui Gao; Haochen Tan; Xiaojin Fu; Haoli Bai; Hing Cheung So; et al. (CoRR, 2026)