AI Agent

Planning of Heuristics: Strategic Planning on Large Language Models with Monte Carlo Tree Search for Automating Heuristic Optimization

Hui Wang, Xufeng Zhang, Chaoxu Mu

机构 * School of Artificial Intelligence, Anhui University, Hefei, Anhui, China（人工智能学院，安徽大学，合肥，安徽，中国） ； Pengcheng Laboratory, Shenzhen, Guangdong, China（鹏城实验室，深圳，广东，中国） 纠错

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

Comments 17 pages, 8 figures

Rational Decision-Making Agent with Internalized Utility Judgment

Yining Ye, Xin Cong, Shizuo Tian, Yujia Qin, Chong Liu, Yankai Lin, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学） ； Renmin University of China（中国人民大学） 纠错

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

Comments Published as a conference paper at ICLR 2025

Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents

Junyan Liu, Lillian J. Ratliff

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

Comments 48 pages, ICML 2025

EvolveSearch: An Iterative Self-Evolving Search Agent

Dingchu Zhang, Yida Zhao, Jialong Wu, Baixuan Li, Wenbiao Yin, Liwen Zhang, Yong Jiang, Yufeng Li, Kewei Tu, Pengjun Xie, Fei Huang

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

Agent-Centric Personalized Multiple Clustering with Multi-Modal LLMs

Ziye Chen, Yiqun Duan, Riheng Zhu, Zhenbang Sun, Mingming Gong

机构 * TikTok, Australia ； School of Mathematics and Statistics, University of Melbourne（墨尔本大学数学与统计学学院） 纠错

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

PaSa: An LLM Agent for Comprehensive Academic Paper Search

Yichen He, Guanhua Huang, Peiyuan Feng, Yuan Lin, Yuchen Zhang, Hang Li, Weinan E

机构 * ByteDance Seed（字节跳动种子） ； Peking University（北京大学） 纠错

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

TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation

Chengrui Huang, Shen Gao, Zhengliang Shi, Dongsheng Wang, Shuo Shang

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

Comments 16 pages, 5 figures

Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges

Hongru Wang, Wenyu Huang, Yufei Wang, Yuanhao Xi, Jianqiao Lu, Huan Zhang, Nan Hu, Zeming Liu, Jeff Z. Pan, Kam-Fai Wong

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

AXIS: Efficient Human-Agent-Computer Interaction with API-First LLM-Based Agents

Junting Lu, Zhiyang Zhang, Fangkai Yang, Jue Zhang, Lu Wang, Chao Du, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang

机构 * Peking University（北京大学） ； Nanjing University（南京大学） ； Microsoft（微软） 纠错

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

TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers

Aiyao He, Sijia Cui, Shuai Xu, Yanna Wang, Bo Xu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Nanjing Artificial Intelligence Research of IA（南京人工智能研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Nanjing University of Information Science & Technology（南京信息职业技术学院） 纠错

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

Comments Accepted to ICONIP 2024

Would You Rely on an Eerie Agent? A Systematic Review of the Impact of the Uncanny Valley Effect on Trust in Human-Agent Interaction

Ahdiyeh Alipour, Tilo Hartmann, Maryam Alimardani

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

Comments 75 pages, Figure 11, Table 5

CarbonCall: Sustainability-Aware Function Calling for Large Language Models on Edge Devices

Varatheepan Paramanayakam, Andreas Karatzas, Iraklis Anagnostopoulos, Dimitrios Stamoulis

机构 * School of Electrical, Computer and Biomedical Engineering, Southern Illinois University, Carbondale, IL, U.S.A.（南方伊利诺伊大学电气、计算机与生物医学工程学院） ； Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, U.S.A.（德克萨斯大学奥斯汀分校电气与计算机工程系） 纠错

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

CollEX -- A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections

Florian Schneider, Narges Baba Ahmadi, Niloufar Baba Ahmadi, Iris Vogel, Martin Semmann, Chris Biemann

专题命中 工具调用 ：agentic(title,abstract)；分类 cs.CL

Predictive Probability Density Mapping for Search and Rescue Using An Agent-Based Approach with Sparse Data

Jan-Hendrik Ewers, David Anderson, Douglas Thomson

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

Agentic Search Engine for Real-Time IoT Data

Abdelrahman Elewah, Khalid Elgazzar

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

Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation

Fan Yin, Zifeng Wang, I-Hung Hsu, Jun Yan, Ke Jiang, Yanfei Chen, Jindong Gu, Long T. Le, Kai-Wei Chang, Chen-Yu Lee, Hamid Palangi, Tomas Pfister

专题命中 工具调用 ：tool-use(title)；function calling(abstract)；分类 cs.CL

Comments 12 pages, 3 figures, 4 tables

VCA: Video Curious Agent for Long Video Understanding

Zeyuan Yang, Delin Chen, Xueyang Yu, Maohao Shen, Chuang Gan

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

Self-Training Large Language Models for Tool-Use Without Demonstrations

Ne Luo, Aryo Pradipta Gema, Xuanli He, Emile van Krieken, Pietro Lesci, Pasquale Minervini

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

Querying Databases with Function Calling

Connor Shorten, Charles Pierse, Thomas Benjamin Smith, Karel D'Oosterlinck, Tuana Celik, Erika Cardenas, Leonie Monigatti, Mohd Shukri Hasan, Edward Schmuhl, Daniel Williams, Aravind Kesiraju, Bob van Luijt

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

Comments Preprint. 23 pages, 7 figures

Grounded Language Agent for Product Search via Intelligent Web Interactions

Moghis Fereidouni, Adib Mosharrof, A. B. Siddique

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

Comments 9 pages

Journal ref 2024.customnlp4u-1.7

ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario

Lucen Zhong, Zhengxiao Du, Xiaohan Zhang, Haiyi Hu, Jie Tang

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

Monte Carlo Tree Search with Velocity Obstacles for safe and efficient motion planning in dynamic environments

Lorenzo Bonanni, Daniele Meli, Alberto Castellini, Alessandro Farinelli

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

From Simple to Professional: A Combinatorial Controllable Image Captioning Agent

Xinran Wang, Muxi Diao, Baoteng Li, Haiwen Zhang, Kongming Liang, Zhanyu Ma

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

Comments A technical report. Project: https://github.com/xin-ran-w/CapAgent

A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning

Yonggan Fu, Yongan Zhang, Chaojian Li, Zhongzhi Yu, Yingyan Celine Lin

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

Comments Accepted at DAC 2021. arXiv admin note: text overlap with arXiv:2012.13091

Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search

Yonggan Fu, Zhongzhi Yu, Yongan Zhang, Yingyan Celine Lin

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

ADC: Enhancing Function Calling Via Adversarial Datasets and Code Line-Level Feedback

Wei Zhang, Yi Zhang, Li Zhu, Qianghuai Jia, Feijun Jiang, Hongcheng Guo, Zhoujun Li, Mengping Zhou

专题命中 工具调用 ：function calling(title,abstract)；分类 cs.SE

The Dark Side of Function Calling: Pathways to Jailbreaking Large Language Models

Zihui Wu, Haichang Gao, Jianping He, Ping Wang

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

Creating an LLM-based AI-agent: A high-level methodology towards enhancing LLMs with APIs

Ioannis Tzachristas

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

Comments in Greek language. This Master's Thesis was supervised by Prof. Nikolaos Papaspyrou (National Technical University of Athens) and Dr. Aifen Sui (Huawei Munich Research Center). English version: pages 57-104. Original submission link: http://artemis.cslab.ece.ntua.gr:8080/jspui/handle/123456789/19180

Python Agent in Ludii

Izaias S. de Lima Neto, Marco A. A. de Aguiar Vieira, Anderson R. Tavares

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

Agentic AI-Driven Technical Troubleshooting for Enterprise Systems: A Novel Weighted Retrieval-Augmented Generation Paradigm

Rajat Khanda

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