Agent Systems

WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning ICLR 2025 WebWalker: Benchmarking LLMs in Web Traversal ACL 2025 What Limits Virtual Agent Application? OmniBench: A Scalable Multi-Dimensional Benchmark for Essential Virtual Agent Capabilities ICML 2025 When2Call: When (not) to Call Tools NAACL 2025 When Harry Meets Superman: The Role of The Interlocutor in Persona-Based Dialogue Generation ACL 2025 When in Doubt, Ask First: A Unified Retrieval Agent-Based System for Ambiguous and Unanswerable Question Answering IJCNLP 2025 When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning EMNLP 2025 Why Stop at One Error? Benchmarking LLMs as Data Science Code Debuggers for Multi-Hop and Multi-Bug Errors EMNLP 2025 Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale ICML 2025 WinSpot: GUI Grounding Benchmark with Multimodal Large Language Models ACL 2025 Wonderland_EDU@HKU at BEA 2025 Shared Task: Fine-tuning Large Language Models to Evaluate the Pedagogical Ability of AI-powered Tutors ACL 2025 WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment AAAI 2025 World Models with Hints of Large Language Models for Goal Achieving NAACL 2025 xLAM: A Family of Large Action Models to Empower AI Agent Systems NAACL 2025 B-Coder: Value-Based Deep Reinforcement Learning for Program Synthesis ICLR 2024 π2vec: Policy Representation with Successor Features ICLR 2024 3D Diffusion Policy: Generalizable Visuomotor Policy Learning via Simple 3D Representations RSS 2024 A Benchmark for Recipe Understanding in Artificial Agents COLING 2024 A Best-of-both-worlds Algorithm for Bandits with Delayed Feedback with Robustness to Excessive Delays NeurIPS 2024 ABSEval: An Agent-based Framework for Script Evaluation EMNLP 2024 A Category Agnostic Model for Visual Rearrangment CVPR 2024 Active Perception for Grasp Detection via Neural Graspness Field NeurIPS 2024 Adaptable Logical Control for Large Language Models NeurIPS 2024 ADaPT: As-Needed Decomposition and Planning with Language Models NAACL 2024 Adaptive Regularization of Representation Rank as an Implicit Constraint of Bellman Equation ICLR 2024