语言大模型 / LLM

Siren: A Learning-Based Multi-Turn Attack Framework for Simulating Real-World Human Jailbreak Behaviors

Yi Zhao, Youzhi Zhang

机构 * Department of Computing The Hong Kong Polytechnic University Hong Kong SAR, China ； Centre for Artificial Intelligence ； Robotics Hong Kong Institute of Science \& Innovation Chinese Academy of Sciences Hong Kong SAR, China 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Comments Accepted at ACSAC 2025

Reducing the Scope of Language Models

David Yunis, Siyu Huo, Chulaka Gunasekara, Danish Contractor

机构 * Toyota Technological Institute at Chicago（丰田技术研究所（芝加哥）） ； IBM（IBM公司） 纠错

专题命中 指令微调 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Appears in AAAI 2026 in the Main Technical Track

LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning

Yangfan Ye, Xiaocheng Feng, Xiachong Feng, Lei Huang, Weitao Ma, Qichen Hong, Yunfei Lu, Duyu Tang, Dandan Tu, Bing Qin

专题命中 指令微调 ：instruction tuning(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments AAAI2026 Main Track Accepted

PepTriX: A Framework for Explainable Peptide Analysis through Protein Language Models

Vincent Schilling, Akshat Dubey, Georges Hattab

机构 * Center for Artificial Intelligence in Public Health Research (ZKI-PH), Robert Koch Institute（人工智能与公共健康研究所以及罗伯特·科赫研究所） ； Department of Mathematics and Computer Science, Free University of Berlin（数学与计算机科学系，柏林自由大学） 纠错

专题命中 指令微调 ：language model(title,abstract)；分类 cs.AI

Difference Vector Equalization for Robust Fine-tuning of Vision-Language Models

Satoshi Suzuki, Shin'ya Yamaguchi, Shoichiro Takeda, Taiga Yamane, Naoki Makishima, Naotaka Kawata, Mana Ihori, Tomohiro Tanaka, Shota Orihashi, Ryo Masumura

专题命中 指令微调 ：language model(title,abstract)；分类 cs.AI

Comments Accepted by AAAI 2026

Remodeling Semantic Relationships in Vision-Language Fine-Tuning

Xiangyang Wu, Liu Liu, Baosheng Yu, Jiayan Qiu, Zhenwei Shi

机构 * Hangzhou International Innovation Institute, Beihang University（北京航空航天大学杭州国际创新研究院） ； School of Artificial Intelligence, Beihang University（北京航空航天大学人工智能学院） ； Nanyang Technological University（南洋理工大学） ； University of Leicester（莱斯特大学） ； School of Astronautics, Beihang University（北京航空航天大学航天学院） 纠错

专题命中 指令微调 ：foundation model(abstract)；分类 cs.AI

SAM-DAQ: Segment Anything Model with Depth-guided Adaptive Queries for RGB-D Video Salient Object Detection

Jia Lin, Xiaofei Zhou, Jiyuan Liu, Runmin Cong, Guodao Zhang, Zhi Liu, Jiyong Zhang

专题命中 指令微调 ：foundation model(abstract)

Comments Accepted to 40th AAAI Conference on Artificial Intelligence (AAAI 2026)