AI Agent

Unlocking the Potential of Generative AI through Neuro-Symbolic Architectures: Benefits and Limitations

Oualid Bougzime, Samir Jabbar, Christophe Cruz, Frédéric Demoly

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments 54 pages, 7 figures

CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments

Kung-Hsiang Huang, Akshara Prabhakar, Sidharth Dhawan, Yixin Mao, Huan Wang, Silvio Savarese, Caiming Xiong, Philippe Laban, Chien-Sheng Wu

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.CL

Comments NAACL 2025

SkyRover: A Modular Simulator for Cross-Domain Pathfinding

Wenhui Ma, Wenhao Li, Bo Jin, Changhong Lu, Xiangfeng Wang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments 9 pages

MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents

Yixing Jiang, Kameron C. Black, Gloria Geng, Danny Park, James Zou, Andrew Y. Ng, Jonathan H. Chen

专题命中 Agent评测 ：agent(abstract)；planning(abstract)；分类 cs.AI、cs.LG

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation

Reza Kakooee, Benjamin Dillenburger

专题命中 Agent评测 ：agent(abstract)；planning(abstract)；分类 cs.AI、cs.LG

Dissecting Adversarial Robustness of Multimodal LM Agents

Chen Henry Wu, Rishi Shah, Jing Yu Koh, Ruslan Salakhutdinov, Daniel Fried, Aditi Raghunathan

专题命中 Agent评测 ：agent(abstract)；autonomous agent(abstract)；分类 cs.CL、cs.LG

Comments ICLR 2025. Also oral at NeurIPS 2024 Open-World Agents Workshop

Simulation Streams: A Programming Paradigm for Controlling Large Language Models and Building Complex Systems with Generative AI

Peter Sunehag, Joel Z. Leibo

专题命中 Agent评测 ：agent(abstract)；agentic(abstract)；分类 cs.AI、cs.SE

Comments Technical report accompanying the release of code on GitHub

LLM-MedQA: Enhancing Medical Question Answering through Case Studies in Large Language Models

Hang Yang, Hao Chen, Hui Guo, Yineng Chen, Ching-Sheng Lin, Shu Hu, Jinrong Hu, Xi Wu, Xin Wang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

Intelligent System for Automated Molecular Patent Infringement Assessment

Yaorui Shi, Sihang Li, Taiyan Zhang, Xi Fang, Jiankun Wang, Zhiyuan Liu, Guojiang Zhao, Zhengdan Zhu, Zhifeng Gao, Renxin Zhong, Linfeng Zhang, Guolin Ke, Weinan E, Hengxing Cai, Xiang Wang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM Agents

Congchi Yin, Feng Li, Shu Zhang, Zike Wang, Jun Shao, Piji Li, Jianhua Chen, Xun Jiang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted by the 39th Annual AAAI Conference on Artificial Intelligence

Large Language Model as a Catalyst: A Paradigm Shift in Base Station Siting Optimization

Yanhu Wang, Muhammad Muzammil Afzal, Zhengyang Li, Jie Zhou, Chenyuan Feng, Shuaishuai Guo, Tony Q. S. Quek

专题命中 Agent评测 ：agent(abstract)；autonomous agent(abstract)；分类 cs.AI、cs.CL

Choice Between Partial Trajectories: Disentangling Goals from Beliefs

Henrik Marklund, Benjamin Van Roy

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.LG

AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents

Yao Fu, Dong-Ki Kim, Jaekyeom Kim, Sungryull Sohn, Lajanugen Logeswaran, Kyunghoon Bae, Honglak Lee

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.CL、cs.LG

Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks

Yun Qu, Boyuan Wang, Jianzhun Shao, Yuhang Jiang, Chen Chen, Zhenbin Ye, Lin Liu, Junfeng Yang, Lin Lai, Hongyang Qin, Minwen Deng, Juchao Zhuo, Deheng Ye, Qiang Fu, Wei Yang, Guang Yang, Lanxiao Huang, Xiangyang Ji

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Learning to Cooperate with Humans using Generative Agents

Yancheng Liang, Daphne Chen, Abhishek Gupta, Simon S. Du, Natasha Jaques

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation

Claude Formanek, Callum Rhys Tilbury, Louise Beyers, Jonathan Shock, Arnu Pretorius

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted at 38th Conference on Neural Information Processing Systems (NeurIPS 2024) Track on Datasets and Benchmarks

Characterizing the Accuracy -- Efficiency Trade-off of Low-rank Decomposition in Language Models

Chakshu Moar, Faraz Tahmasebi, Michael Pellauer, Hyoukjun Kwon

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.CL、cs.LG

CtRL-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning

Luke Rowe, Roger Girgis, Anthony Gosselin, Bruno Carrez, Florian Golemo, Felix Heide, Liam Paull, Christopher Pal

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments CoRL 2024

Safety-Gymnasium: A Unified Safe Reinforcement Learning Benchmark

Jiaming Ji, Borong Zhang, Jiayi Zhou, Xuehai Pan, Weidong Huang, Ruiyang Sun, Yiran Geng, Yifan Zhong, Juntao Dai, Yaodong Yang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments Published at NeurIPS 2023

Autonomous Network Defence using Reinforcement Learning

Myles Foley, Chris Hicks, Kate Highnam, Vasilios Mavroudis

专题命中 Agent评测 ：agent(abstract)；autonomous agent(abstract)；分类 cs.AI、cs.LG

Journal ref ASIA CCS '22: Proceedings of the 2022 ACM on Asia Conference on Computer and Communications Security

A Survey on Evaluation of Multimodal Large Language Models

Jiaxing Huang, Jingyi Zhang

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.CL

Semi-Supervised One-Shot Imitation Learning

Philipp Wu, Kourosh Hakhamaneshi, Yuqing Du, Igor Mordatch, Aravind Rajeswaran, Pieter Abbeel

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.LG

Journal ref Reinforcement Learning Journal 1 (2024)

Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?

Ruisheng Cao, Fangyu Lei, Haoyuan Wu, Jixuan Chen, Yeqiao Fu, Hongcheng Gao, Xinzhuang Xiong, Hanchong Zhang, Yuchen Mao, Wenjing Hu, Tianbao Xie, Hongshen Xu, Danyang Zhang, Sida Wang, Ruoxi Sun, Pengcheng Yin, Caiming Xiong, Ansong Ni, Qian Liu, Victor Zhong, Lu Chen, Kai Yu, Tao Yu

专题命中 Agent评测 ：agent(abstract)；workflow(abstract)；分类 cs.AI、cs.CL

Comments 34 pages, 14 figures, 10 tables

Enhancing Building Safety Design for Active Shooter Incidents: Exploration of Building Exit Parameters using Reinforcement Learning-Based Simulations

Ruying Liu, Wanjing Wu, Burcin Becerik-Gerber, Gale M. Lucas

专题命中 Agent评测 ：agent(abstract)；autonomous agent(abstract)；分类 cs.AI、cs.LG

Journal ref 31st EG-ICE International Workshop on Intelligent Computing in Engineering 2024

SLEDGE: Synthesizing Driving Environments with Generative Models and Rule-Based Traffic

Kashyap Chitta, Daniel Dauner, Andreas Geiger

专题命中 Agent评测 ：agent(abstract)；planning(abstract)；分类 cs.AI、cs.LG

Comments ECCV 2024

On the Complexity of Learning to Cooperate with Populations of Socially Rational Agents

Robert Loftin, Saptarashmi Bandyopadhyay, Mustafa Mert Çelikok

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI、cs.LG

Temporal Prototype-Aware Learning for Active Voltage Control on Power Distribution Networks

Feiyang Xu, Shunyu Liu, Yunpeng Qing, Yihe Zhou, Yuwen Wang, Mingli Song

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments 12 pages, 8 figures

Human-compatible driving partners through data-regularized self-play reinforcement learning

Daphne Cornelisse, Eugene Vinitsky

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

A Simple, Solid, and Reproducible Baseline for Bridge Bidding AI

Haruka Kita, Sotetsu Koyamada, Yotaro Yamaguchi, Shin Ishii

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted version of IEEE CoG 2024

Carbon Market Simulation with Adaptive Mechanism Design

Han Wang, Wenhao Li, Hongyuan Zha, Baoxiang Wang

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments 10 pages, 4 figures