AI Agent

Offline Multitask Representation Learning for Reinforcement Learning

Haque Ishfaq, Thanh Nguyen-Tang, Songtao Feng, Raman Arora, Mengdi Wang, Ming Yin, Doina Precup

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

Comments Accepted to 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

Learning the Expected Core of Strictly Convex Stochastic Cooperative Games

Nam Phuong Tran, The Anh Ta, Shuqing Shi, Debmalya Mandal, Yali Du, Long Tran-Thanh

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

Exploiting Risk-Aversion and Size-dependent fees in FX Trading with Fitted Natural Actor-Critic

Vito Alessandro Monaco, Antonio Riva, Luca Sabbioni, Lorenzo Bisi, Edoardo Vittori, Marco Pinciroli, Michele Trapletti, Marcello Restelli

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

OpenCity: A Scalable Platform to Simulate Urban Activities with Massive LLM Agents

Yuwei Yan, Qingbin Zeng, Zhiheng Zheng, Jingzhe Yuan, Jie Feng, Jun Zhang, Fengli Xu, Yong Li

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

ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models

Haiquan Zhao, Lingyu Li, Shisong Chen, Shuqi Kong, Jiaan Wang, Kexin Huang, Tianle Gu, Yixu Wang, Wang Jian, Dandan Liang, Zhixu Li, Yan Teng, Yanghua Xiao, Yingchun Wang

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

Comments EMNLP 2024

Beyond Simple Sum of Delayed Rewards: Non-Markovian Reward Modeling for Reinforcement Learning

Yuting Tang, Xin-Qiang Cai, Jing-Cheng Pang, Qiyu Wu, Yao-Xiang Ding, Masashi Sugiyama

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

Estuary: A Framework For Building Multimodal Low-Latency Real-Time Socially Interactive Agents

Spencer Lin, Basem Rizk, Miru Jun, Andy Artze, Caitlin Sullivan, Sharon Mozgai, Scott Fisher

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

Comments To be published in ACM Intelligent Virtual Agents (IVA) 2024 [DOI: 10.1145/3652988.3696198] [ACM ISBN: 979-8-4007-0625-7/24/09]

Robust Thompson Sampling Algorithms Against Reward Poisoning Attacks

Yinglun Xu, Zhiwei Wang, Gagandeep Singh

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

Context-Aware Trajectory Anomaly Detection

Haoji Hu, Jina Kim, Jinwei Zhou, Sofia Kirsanova, JangHyeon Lee, Yao-Yi Chiang

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

On Learning the Tail Quantiles of Driving Behavior Distributions via Quantile Regression and Flows

Jia Yu Tee, Oliver De Candido, Wolfgang Utschick, Philipp Geiger

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

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

Towards Objective Metrics for Procedurally Generated Video Game Levels

Michael Beukman, Steven James, Christopher Cleghorn

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

Comments 7 pages, 10 figures. V3: This work has been submitted to the IEEE for possible publication. Code is located at https://github.com/Michael-Beukman/PCGNN

Situation Awareness for Driver-Centric Driving Style Adaptation

Johann Haselberger, Bonifaz Stuhr, Bernhard Schick, Steffen Müller

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

Comments 14 pages, 6 figures. This work has been submitted to the IEEE for possible publication

AgentStore: Scalable Integration of Heterogeneous Agents As Specialized Generalist Computer Assistant

Chengyou Jia, Minnan Luo, Zhuohang Dang, Qiushi Sun, Fangzhi Xu, Junlin Hu, Tianbao Xie, Zhiyong Wu

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

On the Diversity of Synthetic Data and its Impact on Training Large Language Models

Hao Chen, Abdul Waheed, Xiang Li, Yidong Wang, Jindong Wang, Bhiksha Raj, Marah I. Abdin

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

Image-Guided Outdoor LiDAR Perception Quality Assessment for Autonomous Driving

Ce Zhang, Azim Eskandarian

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

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

Hiding in Plain Sight: Reframing Hardware Trojan Benchmarking as a Hide&Seek Modification

Amin Sarihi, Ahmad Patooghy, Peter Jamieson, Abdel-Hameed A. Badawy

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

Comments arXiv admin note: substantial text overlap with arXiv:2402.17918

Linguistic Fuzzy Information Evolution with Random Leader Election Mechanism for Decision-Making Systems

Qianlei Jia, Witold Pedrycz

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

ViSaRL: Visual Reinforcement Learning Guided by Human Saliency

Anthony Liang, Jesse Thomason, Erdem Bıyık

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

Journal ref IEEE/RSJ International Conference on Intelligent Robots and Systems 2024

Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach

Riccardo Poiani, Nicole Nobili, Alberto Maria Metelli, Marcello Restelli

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

Unsupervised End-to-End Task-Oriented Dialogue with LLMs: The Power of the Noisy Channel

Brendan King, Jeffrey Flanigan

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

Comments To be presented at Empirical Methods in Natural Language Processing (EMNLP 2024). 18 Pages, 8 Figures

ECoDe: A Sample-Efficient Method for Co-Design of Robotic Agents

Kishan R. Nagiredla, Buddhika L. Semage, Arun Kumar A., Thommen G. Karimpanal, Santu Rana

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

Comments 17 pages, 10 figures

Findings of the WMT 2024 Shared Task on Chat Translation

Wafaa Mohammed, Sweta Agrawal, M. Amin Farajian, Vera Cabarrão, Bryan Eikema, Ana C. Farinha, José G. C. de Souza

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

Comments 12 pages, 5 figures, 13 tables

A Case for AI Consciousness: Language Agents and Global Workspace Theory

Simon Goldstein, Cameron Domenico Kirk-Giannini

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

Delay as Payoff in MAB

Ofir Schlisselberg, Ido Cohen, Tal Lancewicki, Yishay Mansour

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

Solving Offline Reinforcement Learning with Decision Tree Regression

Prajwal Koirala, Cody Fleming

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

Coupled autoregressive active inference agents for control of multi-joint dynamical systems

Tim N. Nisslbeck, Wouter M. Kouw

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

Comments 14 pages, 3 figures, accepted to the International Workshop on Active Inference 2024

F2A: An Innovative Approach for Prompt Injection by Utilizing Feign Security Detection Agents

Yupeng Ren

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

Comments 1. Fixed typo in abstract 2. Provisionally completed the article update to facilitate future version revisions

Scaling Manipulation Learning with Visual Kinematic Chain Prediction

Xinyu Zhang, Yuhan Liu, Haonan Chang, Abdeslam Boularias

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

Comments CoRL 2024

Reinforcement Learning in Hyperbolic Spaces: Models and Experiments

Vladimir Jaćimović, Zinaid Kapić, Aladin Crnkić

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

Optimal Scoring Rule Design under Partial Knowledge

Yiling Chen, Fang-Yi Yu

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

Comments Accepted at WINE'24