Agent Systems

Reasoning-Enhanced Retrieval for Misconception Prediction: A RAG-Inspired Approach with LLMs AACL 2025 Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges IJCNLP 2025 RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human Experts ICML 2025 Recon, Answer, Verify: Agents in Search of Truth EMNLP 2025 Red-Teaming LLM Multi-Agent Systems via Communication Attacks ACL 2025 Reducing Tool Hallucination via Reliability Alignment ICML 2025 RefactorBench: Evaluating Stateful Reasoning in Language Agents Through Code ICLR 2025 R*: Efficient Reward Design via Reward Structure Evolution and Parameter Alignment Optimization with Large Language Models ICML 2025 ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection EMNLP 2025 ReflecTool: Towards Reflection-Aware Tool-Augmented Clinical Agents ACL 2025 ReGen: Generative Robot Simulation via Inverse Design ICLR 2025 REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context in New Environments ICLR 2025 REGNav: Room Expert Guided Image-Goal Navigation AAAI 2025 Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting NAACL 2025 Reinforcement Learning for Infinite-Dimensional Systems JMLR 2025 Reinforcement Learning-Guided Data Selection via Redundancy Assessment ICCV 2025 RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing ICML 2025 RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models EMNLP 2025 RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph ICLR 2025 REPRO-Bench: Can Agentic AI Systems Assess the Reproducibility of Social Science Research? ACL 2025 Requirement Patterns for Engineering Multiagent Interaction Protocols IJCAI 2025 ResearchArena: Benchmarking Large Language Models’ Ability to Collect and Organize Information as Research Agents EMNLP 2025 ResearchTown: Simulator of Human Research Community ICML 2025 ResearStudio: A Human-intervenable Framework for Building Controllable Deep Research Agents EMNLP 2025 Residual Kernel Policy Network: Enhancing Stability and Robustness in RKHS-Based Reinforcement Learning ICLR 2025