AI Agent

Scalable Offline Reinforcement Learning for Mean Field Games

Axel Brunnbauer, Julian Lemmel, Zahra Babaiee, Sophie Neubauer, Radu Grosu

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

Comments Submitted to AAMAS

DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model

Yuqi Wang, Ke Cheng, Jiawei He, Qitai Wang, Hengchen Dai, Yuntao Chen, Fei Xia, Zhaoxiang Zhang

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

Comments Accepted to NeurIPS 2024. Project page: https://drivingdojo.github.io/

Controlling Large Language Model Agents with Entropic Activation Steering

Nate Rahn, Pierluca D'Oro, Marc G. Bellemare

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

From Facts to Insights: A Study on the Generation and Evaluation of Analytical Reports for Deciphering Earnings Calls

Tomas Goldsack, Yang Wang, Chenghua Lin, Chung-Chi Chen

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

Comments Pre-print

Can VLMs Play Action Role-Playing Games? Take Black Myth Wukong as a Study Case

Peng Chen, Pi Bu, Jun Song, Yuan Gao, Bo Zheng

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

ADESSE: Advice Explanations in Complex Repeated Decision-Making Environments

Sören Schleibaum, Lu Feng, Sarit Kraus, Jörg P. Müller

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

Journal ref Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (2024)

SPACE: A Python-based Simulator for Evaluating Decentralized Multi-Robot Task Allocation Algorithms

Inmo Jang

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

Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents

Kexun Zhang, Weiran Yao, Zuxin Liu, Yihao Feng, Zhiwei Liu, Rithesh Murthy, Tian Lan, Lei Li, Renze Lou, Jiacheng Xu, Bo Pang, Yingbo Zhou, Shelby Heinecke, Silvio Savarese, Huan Wang, Caiming Xiong

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

Implementation of Formal Standard for Interoperability in M&S/System of Systems Integration with DEVS/SOA

Saurabh Mittal, Bernard P. Zeigler, José L. Risco-Martín

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

Comments arXiv admin note: substantial text overlap with arXiv:2407.03686

Journal ref The International C2 Journal, 3(1), pp. 1-61, 2009

Preserving the Privacy of Reward Functions in MDPs through Deception

Shashank Reddy Chirra, Pradeep Varakantham, Praveen Paruchuri

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

Comments ECAI 2024

On scalable oversight with weak LLMs judging strong LLMs

Zachary Kenton, Noah Y. Siegel, János Kramár, Jonah Brown-Cohen, Samuel Albanie, Jannis Bulian, Rishabh Agarwal, David Lindner, Yunhao Tang, Noah D. Goodman, Rohin Shah

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

Comments 15 pages (53 including appendices). V2: minor correction to Figure 3; add Figure A.9 comparing open vs assigned consultancy; add a reference

Safe CoR: A Dual-Expert Approach to Integrating Imitation Learning and Safe Reinforcement Learning Using Constraint Rewards

Hyeokjin Kwon, Gunmin Lee, Junseo Lee, Songhwai Oh

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

Comments Accepted to the Proc. of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2024

MathChat: Converse to Tackle Challenging Math Problems with LLM Agents

Yiran Wu, Feiran Jia, Shaokun Zhang, Hangyu Li, Erkang Zhu, Yue Wang, Yin Tat Lee, Richard Peng, Qingyun Wu, Chi Wang

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

Comments Update version

Reasoning in Token Economies: Budget-Aware Evaluation of LLM Reasoning Strategies

Junlin Wang, Siddhartha Jain, Dejiao Zhang, Baishakhi Ray, Varun Kumar, Ben Athiwaratkun

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

Batch-Instructed Gradient for Prompt Evolution:Systematic Prompt Optimization for Enhanced Text-to-Image Synthesis

Xinrui Yang, Zhuohan Wang, Anthony Hu

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

DNN Partitioning, Task Offloading, and Resource Allocation in Dynamic Vehicular Networks: A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach

Zhang Liu, Hongyang Du, Junzhe Lin, Zhibin Gao, Lianfen Huang, Seyyedali Hosseinalipour, Dusit Niyato

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

Comments 16 pages, 9 figures, and with extra appendix

A Superalignment Framework in Autonomous Driving with Large Language Models

Xiangrui Kong, Thomas Braunl, Marco Fahmi, Yue Wang

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

Comments 6 pages, 5 figures, ieeeiv24

A Survey of Useful LLM Evaluation

Ji-Lun Peng, Sijia Cheng, Egil Diau, Yung-Yu Shih, Po-Heng Chen, Yen-Ting Lin, Yun-Nung Chen

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

Learning 3D Robotics Perception using Inductive Priors

Muhammad Zubair Irshad

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

Comments Georgia Tech Ph.D. Thesis, December 2023. For more details: https://zubairirshad.com/

Tailoring with Targeted Precision: Edit-Based Agents for Open-Domain Procedure Customization

Yash Kumar Lal, Li Zhang, Faeze Brahman, Bodhisattwa Prasad Majumder, Peter Clark, Niket Tandon

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

Comments Camera ready version accepted to Findings of ACL 2024

EmpathicStories++: A Multimodal Dataset for Empathy towards Personal Experiences

Jocelyn Shen, Yubin Kim, Mohit Hulse, Wazeer Zulfikar, Sharifa Alghowinem, Cynthia Breazeal, Hae Won Park

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

Comments Accepted to ACL 2024 Findings

"Turing Tests" For An AI Scientist

Xiaoxin Yin

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

Illusory Attacks: Information-Theoretic Detectability Matters in Adversarial Attacks

Tim Franzmeyer, Stephen McAleer, João F. Henriques, Jakob N. Foerster, Philip H. S. Torr, Adel Bibi, Christian Schroeder de Witt

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

Comments ICLR 2024 Spotlight (top 5%)

FairMonitor: A Dual-framework for Detecting Stereotypes and Biases in Large Language Models

Yanhong Bai, Jiabao Zhao, Jinxin Shi, Zhentao Xie, Xingjiao Wu, Liang He

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

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems

Chuang Li, Yang Deng, Hengchang Hu, Min-Yen Kan, Haizhou Li

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

Comments Main paper 8 pages; References and Appendix 9 pages; 7 figures and 14 tables

Trajeglish: Traffic Modeling as Next-Token Prediction

Jonah Philion, Xue Bin Peng, Sanja Fidler

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

Comments ICLR 2024

Apprentice Tutor Builder: A Platform For Users to Create and Personalize Intelligent Tutors

Glen Smith, Adit Gupta, Christopher MacLellan

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

Towards Automatic Evaluation for LLMs' Clinical Capabilities: Metric, Data, and Algorithm

Lei Liu, Xiaoyan Yang, Fangzhou Li, Chenfei Chi, Yue Shen, Shiwei Lyu Ming Zhang, Xiaowei Ma, Xiangguo Lyu, Liya Ma, Zhiqiang Zhang, Wei Xue, Yiran Huang, Jinjie Gu

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

Limited or Biased: Modeling Sub-Rational Human Investors in Financial Markets

Penghang Liu, Kshama Dwarakanath, Svitlana S Vyetrenko, Tucker Balch

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

Tapilot-Crossing: Benchmarking and Evolving LLMs Towards Interactive Data Analysis Agents

Jinyang Li, Nan Huo, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Yurong Wu, Chenhao Ma, Jian-Guang Lou, Reynold Cheng

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

Comments 30 pages, 7 figures