语言大模型 / LLM

Multi-Agent Collaborative Fuzzing with Continuous Reflection for Smart Contracts Vulnerability Detection

Jie Chen, Liangmin Wang

专题命中 其他LLM ：large language model(abstract)；language model(abstract)

Semantic-Aware Parsing for Security Logs

Julien Piet, Vivian Fang, Rishi Khare, Scott Coull, Vern Paxson, Raluca Ada Popa, David Wagner

专题命中 其他LLM ：large language model(abstract)；language model(abstract)

Comments 20 pages, 2 figures, 15 tables

UnSAMv2: Self-Supervised Learning Enables Segment Anything at Any Granularity

Junwei Yu, Trevor Darrell, XuDong Wang

机构 * UC Berkeley（加州大学伯克利分校） 纠错

专题命中 其他LLM ：foundation model(abstract)；分类 cs.AI、cs.LG

KForge: Program Synthesis for Diverse AI Hardware Accelerators

Taras Sereda, Tom St. John, Burak Bartan, Natalie Serrino, Sachin Katti, Zain Asgar

机构 * Anonymous Authors（匿名作者） 纠错

专题命中 其他LLM ：LLM(abstract)；分类 cs.AI、cs.LG

Comments Under review at MLSys 2026

Enhancing All-to-X Backdoor Attacks with Optimized Target Class Mapping

Lei Wang, Yulong Tian, Hao Han, Fengyuan Xu

专题命中 其他LLM ：prompting(abstract)；分类 cs.AI

Fact2Fiction: Targeted Poisoning Attack to Agentic Fact-checking System

Haorui He, Yupeng Li, Bin Benjamin Zhu, Dacheng Wen, Reynold Cheng, Francis C. M. Lau

专题命中 其他LLM ：LLM(abstract)；分类 cs.CL

Comments Accepted by AAAI 2026 (Oral). Code available at: https://trustworthycomp.github.io/Fact2Fiction/

Image-POSER: Reflective RL for Multi-Expert Image Generation and Editing

Hossein Mohebbi, Mohammed Abdulrahman, Yanting Miao, Pascal Poupart, Suraj Kothawade

机构 * University of Waterloo（滑铁卢大学） ； Vector Institute（向量研究所） ； Google（谷歌） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.AI

ReaSon: Reinforced Causal Search with Information Bottleneck for Video Understanding

Yuan Zhou, Litao Hua, Shilong Jin, Wentao Huang, Haoran Duan

专题命中 其他LLM ：language model(abstract)

Comments Accepted to AAAI 2026. Code is available at: https://github.com/robin-hlt/AAAI26-ReaSon