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AI 大模型

AI Agent

智能体、工具调用、规划、工作流、多智能体和自主任务执行。

共收录 93944 信号源:cs.AI, cs.CL, cs.LG, cs.SE

1. 工具调用 5130 篇

2512.02556 2025-12-03 cs.CL 77%

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

DeepSeek-V3.2: 推动开放大规模语言模型的前沿

DeepSeek-AI, Aixin Liu, Aoxue Mei, Bangcai Lin, Bing Xue, Bingxuan Wang, Bingzheng Xu, Bochao Wu, Bowei Zhang, Chaofan Lin, Chen Dong, Chengda Lu, Chenggang Zhao, Chengqi Deng, Chenhao Xu, Chong Ruan, Damai Dai, Daya Guo, Dejian Yang, Deli Chen, Erhang Li, Fangqi Zhou, Fangyun Lin, Fucong Dai, Guangbo Hao, Guanting Chen, Guowei Li, H. Zhang, Hanwei Xu, Hao Li, Haofen Liang, Haoran Wei, Haowei Zhang, Haowen Luo, Haozhe Ji, Honghui Ding, Hongxuan Tang, Huanqi Cao, Huazuo Gao, Hui Qu, Hui Zeng, Jialiang Huang, Jiashi Li, Jiaxin Xu, Jiewen Hu, Jingchang Chen, Jingting Xiang, Jingyang Yuan, Jingyuan Cheng, Jinhua Zhu, Jun Ran, Junguang Jiang, Junjie Qiu, Junlong Li, Junxiao Song, Kai Dong, Kaige Gao, Kang Guan, Kexin Huang, Kexing Zhou, Kezhao Huang, Kuai Yu, Lean Wang, Lecong Zhang, Lei Wang, Liang Zhao, Liangsheng Yin, Lihua Guo, Lingxiao Luo, Linwang Ma, Litong Wang, Liyue Zhang, M. S. Di, M. Y Xu, Mingchuan Zhang, Minghua Zhang, Minghui Tang, Mingxu Zhou, Panpan Huang, Peixin Cong, Peiyi Wang, Qiancheng Wang, Qihao Zhu, Qingyang Li, Qinyu Chen, Qiushi Du, Ruiling Xu, Ruiqi Ge, Ruisong Zhang, Ruizhe Pan, Runji Wang, Runqiu Yin, Runxin Xu, Ruomeng Shen, Ruoyu Zhang, S. H. Liu, Shanghao Lu, Shangyan Zhou, Shanhuang Chen, Shaofei Cai, Shaoyuan Chen, Shengding Hu, Shengyu Liu, Shiqiang Hu, Shirong Ma, Shiyu Wang, Shuiping Yu, Shunfeng Zhou, Shuting Pan, Songyang Zhou, Tao Ni, Tao Yun, Tian Pei, Tian Ye, Tianyuan Yue, Wangding Zeng, Wen Liu, Wenfeng Liang, Wenjie Pang, Wenjing Luo, Wenjun Gao, Wentao Zhang, Xi Gao, Xiangwen Wang, Xiao Bi, Xiaodong Liu, Xiaohan Wang, Xiaokang Chen, Xiaokang Zhang, Xiaotao Nie, Xin Cheng, Xin Liu, Xin Xie, Xingchao Liu, Xingkai Yu, Xingyou Li, Xinyu Yang, Xinyuan Li, Xu Chen, Xuecheng Su, Xuehai Pan, Xuheng Lin, Xuwei Fu, Y. Q. Wang, Yang Zhang, Yanhong Xu, Yanru Ma, Yao Li, Yao Li, Yao Zhao, Yaofeng Sun, Yaohui Wang, Yi Qian, Yi Yu, Yichao Zhang, Yifan Ding, Yifan Shi, Yiliang Xiong, Ying He, Ying Zhou, Yinmin Zhong, Yishi Piao, Yisong Wang, Yixiao Chen, Yixuan Tan, Yixuan Wei, Yiyang Ma, Yiyuan Liu, Yonglun Yang, Yongqiang Guo, Yongtong Wu, Yu Wu, Yuan Cheng, Yuan Ou, Yuanfan Xu, Yuduan Wang, Yue Gong, Yuhan Wu, Yuheng Zou, Yukun Li, Yunfan Xiong, Yuxiang Luo, Yuxiang You, Yuxuan Liu, Yuyang Zhou, Z. F. Wu, Z. Z. Ren, Zehua Zhao, Zehui Ren, Zhangli Sha, Zhe Fu, Zhean Xu, Zhenda Xie, Zhengyan Zhang, Zhewen Hao, Zhibin Gou, Zhicheng Ma, Zhigang Yan, Zhihong Shao, Zhixian Huang, Zhiyu Wu, Zhuoshu Li, Zhuping Zhang, Zian Xu, Zihao Wang, Zihui Gu, Zijia Zhu, Zilin Li, Zipeng Zhang, Ziwei Xie, Ziyi Gao, Zizheng Pan, Zongqing Yao, Bei Feng, Hui Li, J. L. Cai, Jiaqi Ni, Lei Xu, Meng Li, Ning Tian, R. J. Chen, R. L. Jin, S. S. Li, Shuang Zhou, Tianyu Sun, X. Q. Li, Xiangyue Jin, Xiaojin Shen, Xiaosha Chen, Xinnan Song, Xinyi Zhou, Y. X. Zhu, Yanping Huang, Yaohui Li, Yi Zheng, Yuchen Zhu, Yunxian Ma, Zhen Huang, Zhipeng Xu, Zhongyu Zhang, Dongjie Ji, Jian Liang, Jianzhong Guo, Jin Chen, Leyi Xia, Miaojun Wang, Mingming Li, Peng Zhang, Ruyi Chen, Shangmian Sun, Shaoqing Wu, Shengfeng Ye, T. Wang, W. L. Xiao, Wei An, Xianzu Wang, Xiaowen Sun, Xiaoxiang Wang, Ying Tang, Yukun Zha, Zekai Zhang, Zhe Ju, Zhen Zhang, Zihua Qu

机构 * DeepSeek-AI

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

AI总结 DeepSeek-V3.2通过高效注意力机制、强化学习框架和大规模代理任务合成流水线,在计算效率与推理能力上取得突破,超越GPT-5并获国际竞赛金牌。

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2511.04683 2025-11-10 cs.DL cs.AI cs.CY 77%

AI-Powered Citation Auditing: A Zero-Assumption Protocol for Systematic Reference Verification in Academic Research

L. J. Janse van Rensburg

机构 * University of Johannesburg(约翰内斯堡大学)

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

Comments 10 pages, 1 table. Code and validation data available at https://github.com/leonjvr/ai-citation-auditor

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2510.18798 2025-10-22 cs.CL 77%

WebSeer: Training Deeper Search Agents through Reinforcement Learning with Self-Reflection

Guanzhong He, Zhen Yang, Jinxin Liu, Bin Xu, Lei Hou, Juanzi Li

机构 * Tsinghua University(清华大学)

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

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2508.21595 2025-09-01 cs.AI 77%

Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics

Yang You, Alex Schutz, Zhikun Li, Bruno Lacerda, Robert Skilton, Nick Hawes

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

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2507.23554 2025-08-01 cs.AI 77%

DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer

Ruoyu Wang, Junda Wu, Yu Xia, Tong Yu, Ryan A. Rossi, Julian McAuley, Lina Yao

机构 * UNSW Sydney(新南威尔士大学悉尼分校) UC San Diego(南加州大学圣地亚哥分校) Adobe Research(Adobe研究) CSIRO’s Data 61(澳大利亚联邦科学与工业研究组织的数据61)

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

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2407.07778 2025-06-17 cs.CL 77%

WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment

Jiefu Ou, Arda Uzunoglu, Benjamin Van Durme, Daniel Khashabi

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

Comments AAAI 2025 & ACL 2024 NLRSE, 7 pages

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2504.14411 2025-05-12 cs.NI cs.AI 77%

Planet as a Brain: Towards Internet of AgentSites based on AIOS Server

Xiang Zhang, Yongfeng Zhang

机构 * Boston University(波士顿大学) Rutgers University(罗格斯大学) AIOS Foundation(AIOS基金会)

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

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2503.16041 2025-03-24 cs.AI 77%

GreenIQ: A Deep Search Platform for Comprehensive Carbon Market Analysis and Automated Report Generation

Oluwole Fagbohun, Sai Yashwanth, Akinyemi Sadeeq Akintola, Ifeoluwa Wurola, Lanre Shittu, Aniema Inyang, Oluwatimilehin Odubola, Udodirim Offia, Said Olanrewaju, Ogidan Toluwaleke, Ilemona Abutu, Taiwo Akinbolaji

机构 * Carbonnote Vuhosi Limited(Vuhosi有限公司) Universidade NOVA(新里斯本大学) University of Hull(赫尔大学) Readrly Limited(Readrly有限公司) ResilStudio Ltd(ResilStudio有限公司) Cnergy Capital Ltd.(Cnergy资本有限公司) Silveredge Consults(Silveredge咨询公司)

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

Comments 12 Pages, 1 figure

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2501.16945 2025-01-29 cs.LG cs.AI cs.CL cs.SE 77%

ToolFactory: Automating Tool Generation by Leveraging LLM to Understand REST API Documentations

Xinyi Ni, Qiuyang Wang, Yukun Zhang, Pengyu Hong

机构 * Brandeis University(布兰迪斯大学)

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

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2412.15908 2025-01-14 cs.MA cs.AI cs.RO 77%

Speedup Techniques for Switchable Temporal Plan Graph Optimization

He Jiang, Muhan Lin, Jiaoyang Li

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

Comments Accepted by AAAI 2025. This version contains the appendix

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2410.21620 2024-10-30 cs.AI 77%

Asynchronous Tool Usage for Real-Time Agents

Antonio A. Ginart, Naveen Kodali, Jason Lee, Caiming Xiong, Silvio Savarese, John Emmons

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

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2410.09090 2024-10-15 cs.DL cs.AI cs.IR 77%

Automating Bibliometric Analysis with Sentence Transformers and Retrieval-Augmented Generation (RAG): A Pilot Study in Semantic and Contextual Search for Customized Literature Characterization for High-Impact Urban Research

Haowen Xu, Xueping Li, Jose Tupayachi, Jianming, Lian, Femi Omitaomu

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

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2403.20300 2024-04-01 cs.MA cs.AI cs.RO 77%

Improving Learnt Local MAPF Policies with Heuristic Search

Rishi Veerapaneni, Qian Wang, Kevin Ren, Arthur Jakobsson, Jiaoyang Li, Maxim Likhachev

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

Comments Accepted in ICAPS 2024

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2402.10290 2024-02-19 cs.AI 77%

Experiments with Encoding Structured Data for Neural Networks

Sujay Nagesh Koujalgi, Jonathan Dodge

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

Comments 18 pages, 8 figures, 2 tables

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2309.16609 2023-09-29 cs.CL 77%

Qwen Technical Report

Jinze Bai, Shuai Bai, Yunfei Chu, Zeyu Cui, Kai Dang, Xiaodong Deng, Yang Fan, Wenbin Ge, Yu Han, Fei Huang, Binyuan Hui, Luo Ji, Mei Li, Junyang Lin, Runji Lin, Dayiheng Liu, Gao Liu, Chengqiang Lu, Keming Lu, Jianxin Ma, Rui Men, Xingzhang Ren, Xuancheng Ren, Chuanqi Tan, Sinan Tan, Jianhong Tu, Peng Wang, Shijie Wang, Wei Wang, Shengguang Wu, Benfeng Xu, Jin Xu, An Yang, Hao Yang, Jian Yang, Shusheng Yang, Yang Yao, Bowen Yu, Hongyi Yuan, Zheng Yuan, Jianwei Zhang, Xingxuan Zhang, Yichang Zhang, Zhenru Zhang, Chang Zhou, Jingren Zhou, Xiaohuan Zhou, Tianhang Zhu

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

Comments 59 pages, 5 figures

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2306.05301 2023-09-08 cs.CL 77%

ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases

Qiaoyu Tang, Ziliang Deng, Hongyu Lin, Xianpei Han, Qiao Liang, Boxi Cao, Le Sun

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

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2206.15378 2023-01-11 cs.AI cs.GT cs.MA 77%

Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning

Julien Perolat, Bart de Vylder, Daniel Hennes, Eugene Tarassov, Florian Strub, Vincent de Boer, Paul Muller, Jerome T. Connor, Neil Burch, Thomas Anthony, Stephen McAleer, Romuald Elie, Sarah H. Cen, Zhe Wang, Audrunas Gruslys, Aleksandra Malysheva, Mina Khan, Sherjil Ozair, Finbarr Timbers, Toby Pohlen, Tom Eccles, Mark Rowland, Marc Lanctot, Jean-Baptiste Lespiau, Bilal Piot, Shayegan Omidshafiei, Edward Lockhart, Laurent Sifre, Nathalie Beauguerlange, Remi Munos, David Silver, Satinder Singh, Demis Hassabis, Karl Tuyls

专题命中 工具调用 :agent(abstract);autonomous agent(abstract);multi-agent(abstract);分类 cs.AI

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2209.09612 2022-09-21 cs.AI cs.MA 77%

Analysis Of The Anytime MAPF Solvers Based On The Combination Of Conflict-Based Search (CBS) and Focal Search (FS)

Ilya Ivanashev, Anton Andreychuk, Konstantin Yakovlev

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

Comments This is a preprint of the paper accepted to MICAI 2022

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2007.04954 2021-12-30 cs.CV cs.GR cs.LG cs.RO 77%

ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation

Chuang Gan, Jeremy Schwartz, Seth Alter, Damian Mrowca, Martin Schrimpf, James Traer, Julian De Freitas, Jonas Kubilius, Abhishek Bhandwaldar, Nick Haber, Megumi Sano, Kuno Kim, Elias Wang, Michael Lingelbach, Aidan Curtis, Kevin Feigelis, Daniel M. Bear, Dan Gutfreund, David Cox, Antonio Torralba, James J. DiCarlo, Joshua B. Tenenbaum, Josh H. McDermott, Daniel L. K. Yamins

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

Comments Oral Presentation at NeurIPS 21 Datasets and Benchmarks Track. Project page: http://www.threedworld.org

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2101.09723 2021-03-03 cs.AI cs.MA 77%

Improving Continuous-time Conflict Based Search

Anton Andreychuk, Konstantin Yakovlev, Eli Boyarski, Roni Stern

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

Comments This is a pre-print of the paper accepted to AAAI 2021

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2102.03053 2021-02-08 cs.AI 77%

Risk-Constrained Interactive Safety under Behavior Uncertainty for Autonomous Driving

Julian Bernhard, Alois Knoll

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

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1912.12773 2020-01-01 cs.LG cs.RO stat.ML 77%

Learning Predictive Models From Observation and Interaction

Karl Schmeckpeper, Annie Xie, Oleh Rybkin, Stephen Tian, Kostas Daniilidis, Sergey Levine, Chelsea Finn

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

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1902.10870 2019-07-16 cs.AI 77%

Real-time tree search with pessimistic scenarios

Takayuki Osogami, Toshihiro Takahashi

专题命中 工具调用 :agent(abstract);autonomous agent(abstract);multi-agent(abstract);分类 cs.AI

Comments 14 pages, 3 figures, Published as IBM Research Report RT0982

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1611.05497 2019-03-15 cs.AI cs.RO 77%

Explicablility as Minimizing Distance from Expected Behavior

Anagha Kulkarni, Yantian Zha, Tathagata Chakraborti, Satya Gautam Vadlamudi, Yu Zhang, Subbarao Kambhampati

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

Comments 9 pages, 8 figures

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1207.1359 2012-07-09 cs.AI 77%

MAA*: A Heuristic Search Algorithm for Solving Decentralized POMDPs

Daniel Szer, Francois Charpillet, Shlomo Zilberstein

专题命中 工具调用 :agent(abstract);planning(abstract);multi-agent(abstract);分类 cs.AI

Comments Appears in Proceedings of the Twenty-First Conference on Uncertainty in Artificial Intelligence (UAI2005)

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1103.4854 2011-03-25 cs.IT cs.AI math.IT 77%

When is social computation better than the sum of its parts?

Vadas Gintautas, Aric Hagberg, Luis M. A. Bettencourt

专题命中 工具调用 :agent(abstract);autonomous agent(abstract);multi-agent(abstract);分类 cs.AI

Comments 5 pages, 1 figure; In H. Liu, J. J. Salerno, and M. J. Young, editors, Social Computing, Behavior Modeling, and Prediction, 2009

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2606.20023 2026-07-08 cs.SE cs.AI cs.CL 新提交 76%

When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents

当较低权限足够时:探究LLM代理中的过度权限工具选择

Kaiyue Yang, Yuyan Bu, Jingwei Yi, Yuchi Wang, Biyu Zhou, Juntao Dai, Songlin Hu, Yaodong Yang

机构 * Institute of Information Engineering, Chinese Academy of Sciences(中国科学院信息工程研究所) Beijing Academy of Artificial Intelligence(北京人工智能研究院) The Chinese University of Hong Kong(香港中文大学) Institute for Artificial Intelligence, Peking University(北京大学人工智能研究院) School of Cyber Security, University of Chinese Academy of Sciences(中国科学院大学网络安全学院)

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

AI总结 针对LLM代理在工具选择中偏好高权限工具的安全问题,提出ToolPrivBench评估框架,发现主流代理普遍存在过度权限选择且被瞬态故障放大,并设计权限感知后训练防御方法有效减少不必要的高权限工具使用。

Comments code: https://github.com/AISafetyHub/agent-tool-selection-bias

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2608.23078 2026-08-25 cs.AI cs.CL 新提交 76%

AgentWeave: Routing Before Reasoning for Efficient Function Calling in Tool-Rich Language Models

AgentWeave:在工具丰富的语言模型中实现高效函数调用的推理前路由

Saurav Singla, Aarav Singla, Advik Gupta, Parnika Gupta

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

AI总结 本研究提出AgentWeave,一种推理前确定性路由层,可缩小工具丰富语言模型的函数调用候选集,在BFCL V4多函数任务上实现12.5%的原生BFCL成功,同时减少工具数量、输入token和延迟。

Comments 12 pages, 2 figures, 6 tables. Open-source implementation and reproducibility artifacts available in the AgentWeave repository

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2608.11715 2026-08-13 cs.CL cs.AI 新提交 76%

When the API Speaks the Wrong Language: Revisiting Post-Training for Multilingual Tool Use

当API“说错”语言:重新审视多语言工具使用的后训练

Siddharth Chauhan, Thomas Butler, Abhishek Singhania, Pankaj Porwal, Honey Gupta

机构 * Amazon(亚马逊)

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

AI总结 针对多语言API调用中存在的参数语言不匹配问题,研究发现监督微调可实现接近或优于复杂强化学习方法的性能,强化学习仅能提供渐进式改进。

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2606.00135 2026-08-12 cs.LG cs.AI 版本更新 76%

On Effectiveness and Efficiency of Agentic Tool-calling and RL Training

论智能体工具调用与强化学习训练的有效性与效率

Tong Liu, Cheng Qian, Matej Cief, Yuan He, Daniele Dan, Nikolaos Aletras, Gabriella Kazai

机构 * University of California, Berkeley(加州大学伯克利分校) University of Cambridge(剑桥大学) University of Toronto(多伦多大学)

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

AI总结 本文系统分析工具调用评估中的实现选择对结果敏感性的影响,并针对强化学习训练中的计算浪费提出两种加速技术。

Comments ICML 2026

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