Agent Systems

BlendRL: A Framework for Merging Symbolic and Neural Policy Learning ICLR 2025 BodyGen: Advancing Towards Efficient Embodiment Co-Design ICLR 2025 BOOKWORLD: From Novels to Interactive Agent Societies for Story Creation ACL 2025 Boosting Policy and Process Reward Models with Monte Carlo Tree Search in Open-Domain QA ACL 2025 Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark ICML 2025 BotSim: LLM-Powered Malicious Social Botnet Simulation AAAI 2025 Brain Bandit: A Biologically Grounded Neural Network for Efficient Control of Exploration ICLR 2025 Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification EMNLP 2025 Breaking Barriers: A Paradigm Shift in Technology Accessibility for Individuals with Physical Disabilities AAAI 2025 Breaking ReAct Agents: Foot-in-the-Door Attack Will Get You In NAACL 2025 Bridging Intuitive Associations and Deliberate Recall: Empowering LLM Personal Assistant with Graph-Structured Long-term Memory ACL 2025 Bridging Model Predictive Control and Deep Learning for Scalable Reachability Analysis RSS 2025 Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems EMNLP 2025 Browsing Like Human: A Multimodal Web Agent with Experiential Fast-and-Slow Thinking ACL 2025 B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners ICLR 2025 Building Math Agents with Multi-Turn Iterative Preference Learning ICLR 2025 Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information EMNLP 2025 Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems EMNLP 2025 Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025 CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers ICCV 2025 CALM: Curiosity-Driven Auditing for Large Language Models AAAI 2025 CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration ACL 2025 CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device ACL 2025 Can a Large Language Model Keep My Secrets? A Study on LLM-Controlled Agents ACL 2025 Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model ACL 2025