Agent Systems

RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface AAAI 2024 Redefining ABA+ Semantics via Abstract Set-to-Set Attacks AAAI 2024 ReDel: A Toolkit for LLM-Powered Recursive Multi-Agent Systems EMNLP 2024 Reinforcement Learning-Driven LLM Agent for Automated Attacks on LLMs ACL 2024 Reinforcement Learning from Answer Reranking Feedback for Retrieval-Augmented Answer Generation Interspeech 2024 Reinforcing LLM Agents via Policy Optimization with Action Decomposition NeurIPS 2024 Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval EMNLP 2024 Relative Policy-Transition Optimization for Fast Policy Transfer AAAI 2024 Reliable LLM-based User Simulator for Task-Oriented Dialogue Systems EACL 2024 Re-ReST: Reflection-Reinforced Self-Training for Language Agents EMNLP 2024 Responsible Bandit Learning via Privacy-Protected Mean-Volatility Utility AAAI 2024 RESTful-Llama: Connecting User Queries to RESTful APIs EMNLP 2024 ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NeurIPS 2024 RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models NeurIPS 2024 Rethinking Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus NeurIPS 2024 Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment NeurIPS 2024 Rethinking Task-Oriented Dialogue Systems: From Complex Modularity to Zero-Shot Autonomous Agent ACL 2024 Retrieval-Augmented Embodied Agents CVPR 2024 Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization ICLR 2024 Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024 Reverse Chain: A Generic-Rule for LLMs to Master Multi-API Planning NAACL 2024 Revising Beliefs and Intentions in Stochastic Environments IJCAI 2024 Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages ICLR 2024 RGMDT: Return-Gap-Minimizing Decision Tree Extraction in Non-Euclidean Metric Space NeurIPS 2024 Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy NeurIPS 2024