AI Agent

Enhancing Reinforcement Learning for the Floorplanning of Analog ICs with Beam Search

Sandro Junior Della Rovere, Davide Basso, Luca Bortolussi, Mirjana Videnovic-Misic, Husni Habal

机构 * University of Trieste（特里埃斯特大学） ； Infineon Technologies AT（英飞凌科技AT） ； Infineon Technologies AG（英飞凌科技AG） 纠错

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Published in Proceedings of the 21st International Conference on Synthesis, Modeling, Analysis and Simulation Methods, and Applications to Circuit Design (SMACD 2025). 4 pages, 3 figures

Enhancing Differential Testing With LLMs For Testing Deep Learning Libraries

Meiziniu Li, Dongze Li, Jianmeng Liu, Jialun Cao, Yongqiang Tian, Shing-Chi Cheung

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Monash University（墨尔本大学） 纠错

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.SE

Comments This work has been accepted by ACM TOSEM. Manuscript under final preparation

DocSpiral: A Platform for Integrated Assistive Document Annotation through Human-in-the-Spiral

Qiang Sun, Sirui Li, Tingting Bi, Du Huynh, Mark Reynolds, Yuanyi Luo, Wei Liu

机构 * The University of Western Australia（西澳大学） ； Murdoch University（莫纳什大学） ； The University of Melbourne（墨尔本大学） ； Sinograin Chengdu Storage Research Institute Co., Ltd.（中粮成都仓储研究院有限公司） 纠错

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.SE

Learning Efficiency Meets Symmetry Breaking

Yingbin Bai, Sylvie Thiebaux, Felipe Trevizan

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.LG

RILe: Reinforced Imitation Learning

Mert Albaba, Sammy Christen, Thomas Langarek, Christoph Gebhardt, Otmar Hilliges, Michael J. Black

机构 * ETH Zürich（苏黎世联邦理工学院） ； Max Planck Institute for Intelligent Systems（智能系统马克斯·普朗克研究所） 纠错

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits

Brandon Radosevich, John Halloran

专题命中 工具调用 ：agentic(abstract)；分类 cs.AI、cs.LG

Comments 27 pages, 21 figures, and 2 Tables. Cleans up the TeX source

Hyperparameter Optimisation with Practical Interpretability and Explanation Methods in Probabilistic Curriculum Learning

Llewyn Salt, Marcus Gallagher

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources

Yikuan Xia, Jiazun Chen, Yirui Zhan, Suifeng Zhao, Weipeng Jiang, Chaorui Zhang, Wei Han, Bo Bai, Jun Gao

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.CL

DirectMultiStep: Direct Route Generation for Multistep Retrosynthesis

Yu Shee, Anton Morgunov, Haote Li, Victor S. Batista

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.LG

AI in radiological imaging of soft-tissue and bone tumours: a systematic review evaluating against CLAIM and FUTURE-AI guidelines

Douwe J. Spaanderman, Matthew Marzetti, Xinyi Wan, Andrew F. Scarsbrook, Philip Robinson, Edwin H. G. Oei, Jacob J. Visser, Robert Hemke, Kirsten van Langevelde, David F. Hanff, Geert J. L. H. van Leenders, Cornelis Verhoef, Dirk J. Gruühagen, Wiro J. Niessen, Stefan Klein, Martijn P. A. Starmans

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments 25 pages, 6 figures, 8 supplementary figures

Journal ref eBioMedicine(2025), Volume 114, 105642

LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments

Prakash Aryan

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.CL

FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies

Tianqi He, Xiaohan Huang, Yi Du, Qingqing Long, Ziyue Qiao, Min Wu, Yanjie Fu, Yuanchun Zhou, Meng Xiao

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments 14 pages, Accepted by ICDE 2025

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Salaheddin Alzubi, Creston Brooks, Purva Chiniya, Edoardo Contente, Chiara von Gerlach, Lucas Irwin, Yihan Jiang, Arda Kaz, Windsor Nguyen, Sewoong Oh, Himanshu Tyagi, Pramod Viswanath

专题命中 工具调用 ：agent(abstract)；分类 cs.CL、cs.LG

Comments 27 pages, 8 figures, 4 tables

Browsing Lost Unformed Recollections: A Benchmark for Tip-of-the-Tongue Search and Reasoning

Sky CH-Wang, Darshan Deshpande, Smaranda Muresan, Anand Kannappan, Rebecca Qian

专题命中 工具调用 ：tool use(abstract)；分类 cs.AI、cs.CL

The case for delegated AI autonomy for Human AI teaming in healthcare

Yan Jia, Harriet Evans, Zoe Porter, Simon Graham, John McDermid, Tom Lawton, David Snead, Ibrahim Habli

专题命中 工具调用 ：tool use(abstract)；分类 cs.AI、cs.LG

From Commands to Prompts: LLM-based Semantic File System for AIOS

Zeru Shi, Kai Mei, Mingyu Jin, Yongye Su, Chaoji Zuo, Wenyue Hua, Wujiang Xu, Yujie Ren, Zirui Liu, Mengnan Du, Dong Deng, Yongfeng Zhang

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted by International Conference on Learning Representations 2025(ICLR2025)

Kanana: Compute-efficient Bilingual Language Models

Kanana LLM Team, Yunju Bak, Hojin Lee, Minho Ryu, Jiyeon Ham, Seungjae Jung, Daniel Wontae Nam, Taegyeong Eo, Donghun Lee, Doohae Jung, Boseop Kim, Nayeon Kim, Jaesun Park, Hyunho Kim, Hyunwoong Ko, Changmin Lee, Kyoung-Woon On, Seulye Baeg, Junrae Cho, Sunghee Jung, Jieun Kang, EungGyun Kim, Eunhwa Kim, Byeongil Ko, Daniel Lee, Minchul Lee, Miok Lee, Shinbok Lee, Gaeun Seo

专题命中 工具调用 ：function calling(abstract)；分类 cs.CL、cs.LG

Comments 40 pages, 15 figures

Implicit Search via Discrete Diffusion: A Study on Chess

Jiacheng Ye, Zhenyu Wu, Jiahui Gao, Zhiyong Wu, Xin Jiang, Zhenguo Li, Lingpeng Kong

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.LG

Comments ICLR 2025

PEToolLLM: Towards Personalized Tool Learning in Large Language Models

Qiancheng Xu, Yongqi Li, Heming Xia, Fan Liu, Min Yang, Wenjie Li

专题命中 工具调用 ：tool-use(abstract)；分类 cs.AI、cs.CL

Explore-Construct-Filter: An Automated Framework for Rich and Reliable API Knowledge Graph Construction

Yanbang Sun, Qing Huang, Xiaoxue Ren, Zhenchang Xing, Xiaohong Li, Junjie Wang

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.SE

Geospatial Trajectory Generation via Efficient Abduction: Deployment for Independent Testing

Divyagna Bavikadi, Dyuman Aditya, Devendra Parkar, Paulo Shakarian, Graham Mueller, Chad Parvis, Gerardo I. Simari

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

Comments In Proceedings ICLP 2024, arXiv:2502.08453

Journal ref EPTCS 416, 2025, pp. 274-287

DexterityGen: Foundation Controller for Unprecedented Dexterity

Zhao-Heng Yin, Changhao Wang, Luis Pineda, Francois Hogan, Krishna Bodduluri, Akash Sharma, Patrick Lancaster, Ishita Prasad, Mrinal Kalakrishnan, Jitendra Malik, Mike Lambeta, Tingfan Wu, Pieter Abbeel, Mustafa Mukadam

专题命中 工具调用 ：tool use(abstract)；分类 cs.AI、cs.LG

Comments Project: https://zhaohengyin.github.io/dexteritygen

Decision Transformer for Enhancing Neural Local Search on the Job Shop Scheduling Problem

Constantin Waubert de Puiseau, Fabian Wolz, Merlin Montag, Jannik Peters, Hasan Tercan, Tobias Meisen

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

SepsisCalc: Integrating Clinical Calculators into Early Sepsis Prediction via Dynamic Temporal Graph Construction

Changchang Yin, Shihan Fu, Bingsheng Yao, Thai-Hoang Pham, Weidan Cao, Dakuo Wang, Jeffrey Caterino, Ping Zhang

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI、cs.LG

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation

Rithvik Prakki

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.CL

CALM: Curiosity-Driven Auditing for Large Language Models

Xiang Zheng, Longxiang Wang, Yi Liu, Xingjun Ma, Chao Shen, Cong Wang

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted by AAAI 2025 AI Alignment Track

Risks of Cultural Erasure in Large Language Models

Rida Qadri, Aida M. Davani, Kevin Robinson, Vinodkumar Prabhakaran

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.CL

Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation

Yiwei Shi, Muning Wen, Qi Zhang, Weinan Zhang, Cunjia Liu, Weiru Liu

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.LG

ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios

Junjie Ye, Guanyu Li, Songyang Gao, Caishuang Huang, Yilong Wu, Sixian Li, Xiaoran Fan, Shihan Dou, Tao Ji, Qi Zhang, Tao Gui, Xuanjing Huang

专题命中 工具调用 ：planning(abstract)；分类 cs.AI、cs.CL

Comments Accepted by COLING 2025 conference

Generating Critical Scenarios for Testing Automated Driving Systems

Trung-Hieu Nguyen, Truong-Giang Vuong, Hong-Nam Duong, Son Nguyen, Hieu Dinh Vo, Toshiaki Aoki, Thu-Trang Nguyen

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.SE