语言大模型 / LLM

MLR-Copilot: Autonomous Machine Learning Research based on Large Language Models Agents

Ruochen Li, Teerth Patel, Qingyun Wang, Xinya Du

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） ； UIUC（伊利诺伊大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Decision and Gender Biases in Large Language Models: A Behavioral Economic Perspective

Luca Corazzini, Elisa Deriu, Marco Guerzoni

机构 * DEMS, University of Bicocca（DEMS，比科卡大学） ； DEMS, University of Bicocca and BETA, University of Strasbourg（DEMS，比科卡大学和BETA，斯特拉斯堡大学） 纠错

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

Benchmarking LLM Privacy Recognition for Social Robot Decision Making

Dakota Sullivan, Shirley Zhang, Jennica Li, Heather Kirkorian, Bilge Mutlu, Kassem Fawaz

机构 * University of Wisconsin - Madison（威斯康星大学麦迪逊分校） 纠错

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

Comments 18 pages, 7 figures. Dakota Sullivan and Shirley Zhang contributed equally to this work

Towards Autoformalization of LLM-generated Outputs for Requirement Verification

Mihir Gupte, Ramesh S

机构 * General Motors（通用汽车公司） 纠错

专题命中 其他LLM ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments To be submitted for publication

Reflections on the Reproducibility of Commercial LLM Performance in Empirical Software Engineering Studies

Florian Angermeir, Maximilian Amougou, Mark Kreitz, Andreas Bauer, Matthias Linhuber, Davide Fucci, Fabiola Moyón C., Daniel Mendez, Tony Gorschek

机构 * fortiss and Blekinge Institute of Technology（fortiss 和 莱比锡技术学院） ； University of the Bundeswehr Munich（联邦国防军大学穆尔海姆分校） ； Blekinge Institute of Technology（莱比锡技术学院） ； Technical University of Munich（慕尼黑技术大学） 纠错

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

GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs

Jiaji Ma, Puja Trivedi, Danai Koutra

专题命中 其他LLM ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments AAAI 2026

"Power of Words": Stealthy and Adaptive Private Information Elicitation via LLM Communication Strategies

Shuning Zhang, Jiaqi Bai, Linzhi Wang, Shixuan Li, Xin Yi, Hewu Li

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

Is Our Chatbot Telling Lies? Assessing Correctness of an LLM-based Dutch Support Chatbot

Herman Lassche, Michiel Overeem, Ayushi Rastogi

机构 * Product Development, AFAS Software（AFAS软件产品开发部） ； Faculty of Science and Engineering, University of Groningen（格罗宁根大学科学与工程学院） 纠错

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

Comments 10 pages + 2 pages references, 4 figures

DAVSP: Safety Alignment for Large Vision-Language Models via Deep Aligned Visual Safety Prompt

Yitong Zhang, Jia Li, Liyi Cai, Ge Li

专题命中 其他LLM ：language model(title,abstract)

Comments 16 pages

Academ-AI: documenting the undisclosed use of generative artificial intelligence in academic publishing

Alex Glynn

机构 * MA Kornhauser Health Sciences Library University of Louisville（马尔库斯·科尔纳豪瑟健康科学图书馆路易斯维尔大学） 纠错

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

Comments 24 pages, 8 figures

From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions

Jiayi Li, Xiao Liu, Yansong Feng

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

Comments AAAI-2026

DHoTT: A Temporal Extension of Homotopy Type Theory for Semantic Drift

Iman Poernomo

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

Cost Transparency of Enterprise AI Adoption

Soogand Alavi, Salar Nozari, Andrea Luangrath

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

VoiceCraft-X: Unifying Multilingual, Voice-Cloning Speech Synthesis and Speech Editing

Zhisheng Zheng, Puyuan Peng, Anuj Diwan, Cong Phuoc Huynh, Xiaohang Sun, Zhu Liu, Vimal Bhat, David Harwath

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Amazon（亚马逊） 纠错

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

Comments EMNLP 2025. Demo and code are available at https://zhishengzheng.com/voicecraft-x/

A Measurement Study of Model Context Protocol Ecosystem

Hechuan Guo, Yongle Hao, Yue Zhang, Minghui Xu, Peizhuo Lv, Jiezhi Chen, Xiuzhen Cheng

机构 * Shandong University（山东大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

Surface Reading LLMs: Synthetic Text and its Styles

Hannes Bajohr

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

Comments 12 pages, 1 figure

IndiTag: An Online Media Bias Analysis System Using Fine-Grained Bias Indicators

Luyang Lin, Lingzhi Wang, Jinsong Guo, Jing Li, Kam-Fai Wong

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

Journal ref ICPADS 2025

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