语言大模型 / LLM

SBFA: Single Sneaky Bit Flip Attack to Break Large Language Models

Jingkai Guo, Chaitali Chakrabarti, Deliang Fan

机构 * Arizona State University（亚利桑那州立大学） 纠错

专题命中 长上下文与记忆 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Comments 10 pages, 4 figures, 5 tables, 2 equations. Topics: Bit-flip attacks, adversarial attacks, large language models (LLMs)

Conflict-Aware Soft Prompting for Retrieval-Augmented Generation

Eunseong Choi, June Park, Hyeri Lee, Jongwuk Lee

专题命中 长上下文与记忆 ：prompting(title,abstract)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Accepted to EMNLP 2025; 15 pages; 5 figures, 11 tables; Code available at https://github.com/eunseongc/CARE

You Can't Steal Nothing: Mitigating Prompt Leakages in LLMs via System Vectors

Bochuan Cao, Changjiang Li, Yuanpu Cao, Yameng Ge, Ting Wang, Jinghui Chen

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Stony Brook University（石溪大学） 纠错

专题命中 长上下文与记忆 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 29 pages, 10 tables, 6figures, accepted by CCS 25

Context Is What You Need: The Maximum Effective Context Window for Real World Limits of LLMs

Norman Paulsen

专题命中 长上下文与记忆 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 4 charts

Leveraging LLM Agents for Automated Video Game Testing

Chengjia Wang, Lanling Tang, Ming Yuan, Jiongchi Yu, Xiaofei Xie, Jiajun Bu

专题命中 长上下文与记忆 ：LLM(title,abstract)

Comments 17 pages

Cost-Optimal Grouped-Query Attention for Long-Context Modeling

Yingfa Chen, Yutong Wu, Chenyang Song, Zhen Leng Thai, Xingyu Shen, Xu Han, Zhiyuan Liu, Maosong Sun

机构 * NLP Group, DCST, IAI, BNRIST, Tsinghua University, Beijing, China（自然语言处理组、国防科技大学、人工智能院、北京理工大学、清华大学、北京、中国） ； SIST, University of Science and Technology Beijing, Beijing, China（软件学院、北京科技大学、北京、中国） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP 2025 Main

Graph of Agents: Principled Long Context Modeling by Emergent Multi-Agent Collaboration

Taejong Joo, Shu Ishida, Ivan Sosnovik, Bryan Lim, Sahand Rezaei-Shoshtari, Adam Gaier, Robert Giaquinto

机构 * Department of Industrial Engineering & Management Sciences, Northwestern University（工业工程与管理科学系，西北大学） ； Autodesk Research（Autodesk研究） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments Preprint

Dynamic ReAct: Scalable Tool Selection for Large-Scale MCP Environments

Nishant Gaurav, Adit Akarsh, Ankit Ranjan, Manoj Bajaj

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

DORAEMON: Decentralized Ontology-aware Reliable Agent with Enhanced Memory Oriented Navigation

Tianjun Gu, Linfeng Li, Xuhong Wang, Chenghua Gong, Jingyu Gong, Zhizhong Zhang, Yuan Xie, Lizhuang Ma, Xin Tan

专题命中 长上下文与记忆 ：language model(abstract)；分类 cs.AI