AI Agent

MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning

Tajamul Ashraf, Umair Nawaz, Abdelrahman M. Shaker, Rao Anwer, Philip Torr, Fahad Shahbaz Khan, Salman Khan

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

Comments We have come across a recent approach that has not been properly attributed at the time of submission and compared in a fair setting. Therefore, we would like to withdraw the paper to address these concerns

Distributed Stochastic Search for Multi-Agent Model Predictive Control

Taehyun Yoon, Augustinos D. Saravanos, Evangelos A. Theodorou

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

FABRIC: Framework for Agent-Based Realistic Intelligence Creation

Abhigya Verma, Seganrasan Subramanian, Nandhakumar Kandasamy, Naman Gupta

机构 * ServiceNow 纠错

专题命中 工具调用 ：agent(title,abstract)；tool use(abstract)；tool-use(abstract)；agentic(abstract)

Comments 51 Pages, 38 Listings, 5 Figures

Towards Agentic Self-Learning LLMs in Search Environment

Wangtao Sun, Xiang Cheng, Jialin Fan, Yao Xu, Xing Yu, Shizhu He, Jun Zhao, Kang Liu

机构 * The Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（认知与决策智能复杂系统实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Xiaohongshu Inc（小红书公司） ； Meituan Inc（美团公司） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Tsinghua University（清华大学） 纠错

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

FinAI Data Assistant: LLM-based Financial Database Query Processing with the OpenAI Function Calling API

Juhyeong Kim, Yejin Kim, Youngbin Lee, Hyunwoo Byun

机构 * Mirae Asset Global Investments AI Quant Lab, MODULABS Seoul Republic of Korea ； Meritz Fire \& Marine Insurance AI Quant Lab, MODULABS Seoul Republic of Korea ； Elice AI Quant Lab, MODULABS Seoul Republic of Korea ； AI Quant Lab, MODULABS 纠错

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

Comments 6 pages, 2 figures, accepted at CIKM 2025 FinAI Workshop

Contextual Search in Principal-Agent Games: The Curse of Degeneracy

Yiding Feng, Mengfan Ma, Bo Peng, Zongqi Wan

专题命中 工具调用 ：agent(title,abstract)

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） 纠错

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

Penalised spline estimation of covariate-specific time-dependent ROC curves

María Xosé Rodríguez-Álvarez, Vanda Inácio

专题命中 工具调用 ：tool use(abstract)