AI Agent

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

Solving Rubik's Cube Without Tricky Sampling

Yicheng Lin, Siyu Liang

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

Provably Efficient Action-Manipulation Attack Against Continuous Reinforcement Learning

Zhi Luo, Xiyuan Yang, Pan Zhou, Di Wang

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

Dependency Structure Search Bayesian Optimization for Decision Making Models

Mohit Rajpal, Lac Gia Tran, Yehong Zhang, Bryan Kian Hsiang Low

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

Comments Accepted to TMLR 10/2024

LLM4Causal: Democratized Causal Tools for Everyone via Large Language Model

Haitao Jiang, Lin Ge, Yuhe Gao, Jianian Wang, Rui Song

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

Comments Accepted by COLM2024

Pluvio: Assembly Clone Search for Out-of-domain Architectures and Libraries through Transfer Learning and Conditional Variational Information Bottleneck

Zhiwei Fu, Steven H. H. Ding, Furkan Alaca, Benjamin C. M. Fung, Philippe Charland

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

Comments 13 pages and 4 figures. This work has been submitted to the IEEE for possible publication

A Training Data Recipe to Accelerate A* Search with Language Models

Devaansh Gupta, Boyang Li

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

Comments Accepted to Findings of EMNLP, 2024

Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Kim Hammar, Neil Dhir, Rolf Stadler

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

Comments This work has been submitted to the IEEE for possible publication

SimpleStrat: Diversifying Language Model Generation with Stratification

Justin Wong, Yury Orlovskiy, Michael Luo, Sanjit A. Seshia, Joseph E. Gonzalez

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

ConceptLens: from Pixels to Understanding

Abhilekha Dalal, Pascal Hitzler

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

Unveiling the Invisible: Captioning Videos with Metaphors

Abisek Rajakumar Kalarani, Pushpak Bhattacharyya, Sumit Shekhar

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