Agent Systems

Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options ICML 2025 FlowRAM: Grounding Flow Matching Policy with Region-Aware Mamba Framework for Robotic Manipulation CVPR 2025 Flying Hand: End-Effector-Centric Framework for Versatile Aerial Manipulation Teleoperation and Policy Learning RSS 2025 Follow the Beaten Path: The Role of Route Patterns on Vision-Language Navigation Agents Generalization Abilities NAACL 2025 FOSSIL: Harnessing Feedback on Suboptimal Samples for Data-Efficient Generalisation with Imitation Learning for Embodied Vision-and-Language Tasks EMNLP 2025 Foundations of Multi-Agent Learning in Dynamic Environments: Where Reinforcement Learning Meets Strategic Decision-Making AAAI 2025 Foundations of PEERS: Assessing LLM Role Performance in Educational Simulations ACL 2025 FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights ACL 2025 Frictional Agent Alignment Framework: Slow Down and Don’t Break Things ACL 2025 From Allies to Adversaries: Manipulating LLM Tool-Calling through Adversarial Injection NAACL 2025 From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery EMNLP 2025 From Awareness to Adaptability: Enhancing Tool Utilization for Scientific Reasoning ACL 2025 From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing EMNLP 2025 From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions ICLR 2025 From Gambits to Assurances: Game-Theoretic Integration of Safety and Learning for Interactive Robotics AAAI 2025 From Knowledge to Noise: CTIM-Rover and the Pitfalls of Episodic Memory in Software Engineering Agents ACL 2025 From Large Language Models to Large Action Models: Reasoning and Planning with Physical World Knowledge AAAI 2025 From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons CVPR 2025 From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information? ICML 2025 From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs ACL 2025 From Sparse Signal to Smooth Motion: Real-Time Motion Generation with Rolling Prediction Models CVPR 2025 From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing CVPR 2025 G3Flow: Generative 3D Semantic Flow for Pose-aware and Generalizable Object Manipulation CVPR 2025 GA-S3: Comprehensive Social Network Simulation with Group Agents ACL 2025 G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks ICML 2025