AI Agent

D2S-FLOW: Automated Parameter Extraction from Datasheets for SPICE Model Generation Using Large Language Models

Hong Cai Chen, Yi Pin Xu, Yang Zhang

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

Comments 14 pages, 18 figures

Feedback-Aware Monte Carlo Tree Search for Efficient Information Seeking in Goal-Oriented Conversations

Harshita Chopra, Chirag Shah

机构 * University of Washington（华盛顿大学） 纠错

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

Reevaluation of Large Neighborhood Search for MAPF: Findings and Opportunities

Jiaqi Tan, Yudong Luo, Jiaoyang Li, Hang Ma

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

Comments International Symposium on Combinatorial Search (SoCS) 2025

Rethinking the Unsolvable: When In-Context Search Meets Test-Time Scaling

Fanzeng Xia, Yidong Luo, Tinko Sebastian Bartels, Yaqi Xu, Tongxin Li

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

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning

Guanting Dong, Yifei Chen, Xiaoxi Li, Jiajie Jin, Hongjin Qian, Yutao Zhu, Hangyu Mao, Guorui Zhou, Zhicheng Dou, Ji-Rong Wen

机构 * Renmin University of China（中国人民大学） ； BAAI（北京人工智能研究院） ； Kuaishou Technology（快手科技） 纠错

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

Comments Working in progress

Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency

Adel Ammar, Anis Koubaa, Omer Nacar, Wadii Boulila

机构 * Prince Sultan University（普森大学） ； Alfaisal University（阿尔法赛尔大学） 纠错

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

A Complete and Bounded-Suboptimal Algorithm for a Moving Target Traveling Salesman Problem with Obstacles in 3D

Anoop Bhat, Geordan Gutow, Bhaskar Vundurthy, Zhongqiang Ren, Sivakumar Rathinam, Howie Choset

机构 * Robotics Institute at Carnegie Mellon University（卡内基梅隆大学机器人研究所） ； UM-SJTU Joint Institute and Department of Automation at Shanghai Jiao Tong University（上海交通大学联合研究院和自动化系） ； Department of Mechanical Engineering and Department of Computer Science and Engineering at Texas A&M University（德克萨斯大学机械工程系和计算机科学与工程系） 纠错

专题命中 工具调用 ：agent(abstract)；planning(abstract)

Comments Accepted to ICRA 2025

ToolRL: Reward is All Tool Learning Needs

Cheng Qian, Emre Can Acikgoz, Qi He, Hongru Wang, Xiusi Chen, Dilek Hakkani-Tür, Gokhan Tur, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments 19 Pages, 12 Figures, 12 Tables

Training Domain Draft Models for Speculative Decoding: Best Practices and Insights

Fenglu Hong, Ravi Raju, Jonathan Lingjie Li, Bo Li, Urmish Thakker, Avinash Ravichandran, Swayambhoo Jain, Changran Hu

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

Comments Published as a workshop paper at SCOPE - ICLR 2025

LitLLMs, LLMs for Literature Review: Are we there yet?

Shubham Agarwal, Gaurav Sahu, Abhay Puri, Issam H. Laradji, Krishnamurthy DJ Dvijotham, Jason Stanley, Laurent Charlin, Christopher Pal

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

Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs

Ling Team, Binwei Zeng, Chao Huang, Chao Zhang, Changxin Tian, Cong Chen, Dingnan Jin, Feng Yu, Feng Zhu, Feng Yuan, Fakang Wang, Gangshan Wang, Guangyao Zhai, Haitao Zhang, Huizhong Li, Jun Zhou, Jia Liu, Junpeng Fang, Junjie Ou, Jun Hu, Ji Luo, Ji Zhang, Jian Liu, Jian Sha, Jianxue Qian, Jiewei Wu, Junping Zhao, Jianguo Li, Jubao Feng, Jingchao Di, Junming Xu, Jinghua Yao, Kuan Xu, Kewei Du, Longfei Li, Lei Liang, Lu Yu, Li Tang, Lin Ju, Peng Xu, Qing Cui, Song Liu, Shicheng Li, Shun Song, Song Yan, Tengwei Cai, Tianyi Chen, Ting Guo, Ting Huang, Tao Feng, Tao Wu, Wei Wu, Xiaolu Zhang, Xueming Yang, Xin Zhao, Xiaobo Hu, Xin Lin, Yao Zhao, Yilong Wang, Yongzhen Guo, Yuanyuan Wang, Yue Yang, Yang Cao, Yuhao Fu, Yi Xiong, Yanzhe Li, Zhe Li, Zhiqiang Zhang, Ziqi Liu, Zhaoxin Huan, Zujie Wen, Zhenhang Sun, Zhuoxuan Du, Zhengyu He

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

Comments 34 pages

Follow The Rules: Online Signal Temporal Logic Tree Search for Guided Imitation Learning in Stochastic Domains

Jasmine Jerry Aloor, Jay Patrikar, Parv Kapoor, Jean Oh, Sebastian Scherer

专题命中 工具调用 ：AI agent(abstract)；planning(abstract)

Comments Accepted for publication at IEEE International Conference on Robotics and Automation (ICRA) 2023, 7 pages

Language Guided Skill Discovery

Seungeun Rho, Laura Smith, Tianyu Li, Sergey Levine, Xue Bin Peng, Sehoon Ha

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

FUNCTO: Function-Centric One-Shot Imitation Learning for Tool Manipulation

Chao Tang, Anxing Xiao, Yuhong Deng, Tianrun Hu, Wenlong Dong, Hanbo Zhang, David Hsu, Hong Zhang

专题命中 工具调用 ：tool use(abstract)；planning(abstract)

Geometric Structure and Polynomial-time Algorithm of Game Equilibria

Hongbo Sun, Chongkun Xia, Junbo Tan, Bo Yuan, Xueqian Wang, Bin Liang

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

Comments 31 pages, 5 figures, code and animation are available at https://github.com/shb20tsinghua/PTAS_Game/tree/main

Multi-Object Active Search and Tracking by Multiple Agents in Untrusted, Dynamically Changing Environments

Mingi Jeong, Cristian Molinaro, Tonmoay Deb, Youzhi Zhang, Andrea Pugliese, Eugene Santos, VS Subrahmanian, Alberto Quattrini Li

专题命中 工具调用 ：agent(abstract)；autonomous agent(abstract)

Comments Submitted to Autonomous Robots

Large Language Models as Common-Sense Heuristics

Andrey Borro, Patricia J Riddle, Michael W Barley, Michael J Witbrock

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

Comments 7 page body, 2 page references, 5 page appendix (14 page total); 1 figure; Submitted to IJCAI2025

On How Traffic Signals Impact the Fundamental Diagrams of Urban Roads

Chao Zhang, Yechen Li, Neha Arora, Carolina Osorio

专题命中 工具调用 ：tool use(abstract)；planning(abstract)

Comments Published in the 4th Symposium on Management of Future Motorway and Urban Traffic Systems (MFTS)

ExpeL: LLM Agents Are Experiential Learners

Andrew Zhao, Daniel Huang, Quentin Xu, Matthieu Lin, Yong-Jin Liu, Gao Huang

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

Comments Accepted by the 38th Annual AAAI Conference on Artificial Intelligence (AAAI-24)

GRRIS: a real-time intra-site observation scheduling scheme for distributed survey telescope arrays

Yajie Zhang, Ce Yu, Chao Sun, Yi Hu, Zhaohui Shang, Jizeng Wei, Xu Yang

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

Comments Astronomical Journal

Journal ref AJ 168 214 (2024)

Proof Theory and Decision Procedures for Deontic STIT Logics

Tim S. Lyon, Kees van Berkel

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

Comments Preprint; published in the Journal of Artificial Intelligence Research 2024

Beyond Flashcards: Designing an Intelligent Assistant for USMLE Mastery and Virtual Tutoring in Medical Education (A Study on Harnessing Chatbot Technology for Personalized Step 1 Prep)

Ritwik Raj Saxena

专题命中 工具调用 ：agent(abstract)；planning(abstract)

Comments 42 pages, 15 figures, 1 table

Measure Preserving Flows for Ergodic Search in Convoluted Environments

Albert Xu, Bhaskar Vundurthy, Geordan Gutow, Ian Abraham, Jeff Schneider, Howie Choset

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

Comments 15 pages, accepted to DARS 2024

Exploiting Novel GPT-4 APIs

Kellin Pelrine, Mohammad Taufeeque, Michał Zając, Euan McLean, Adam Gleave

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

Comments 10 pages, 1 figure, 4 tables

Testing of Deep Reinforcement Learning Agents with Surrogate Models

Matteo Biagiola, Paolo Tonella

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

Journal ref Trans. Softw. Eng. Methodol. 33, 3, Article 73 (March 2024)

DiscoveryBench: Towards Data-Driven Discovery with Large Language Models

Bodhisattwa Prasad Majumder, Harshit Surana, Dhruv Agarwal, Bhavana Dalvi Mishra, Abhijeetsingh Meena, Aryan Prakhar, Tirth Vora, Tushar Khot, Ashish Sabharwal, Peter Clark

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

Comments Website: https://github.com/allenai/discoverybench

Learning Branching-Time Properties in CTL and ATL via Constraint Solving

Benjamin Bordais, Daniel Neider, Rajarshi Roy

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

An Active Search Strategy with Multiple Unmanned Aerial Systems for Multiple Targets

Chuanxiang Gao, Xinyi Wang, Xi Chen, Ben M. Chen

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)

BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents

Yifei Wang, Dizhan Xue, Shengjie Zhang, Shengsheng Qian

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

Comments Accepted by ACL 2024

Optimizing Search and Rescue UAV Connectivity in Challenging Terrain through Multi Q-Learning

Mohammed M. H. Qazzaz, Syed A. R. Zaidi, Desmond C. McLernon, Abdelaziz Salama, Aubida A. Al-Hameed

专题命中 工具调用 ：agent(abstract)；planning(abstract)