Agent Systems

M2PA: A Multi-Memory Planning Agent for Open Worlds Inspired by Cognitive Theory ACL 2025 M2S: Multi-turn to Single-turn jailbreak in Red Teaming for LLMs ACL 2025 MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization ICLR 2025 MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation EMNLP 2025 MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL ICLR 2025 MaestroMotif: Skill Design from Artificial Intelligence Feedback ICLR 2025 MAGI: Multi-Agent Guided Interview for Psychiatric Assessment ACL 2025 Magma: A Foundation Model for Multimodal AI Agents CVPR 2025 Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment ICLR 2025 Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation ACL 2025 Making Large Language Models into World Models with Precondition and Effect Knowledge COLING 2025 Making VLMs More Robot-Friendly: Self-Critical Distillation of Low-Level Procedural Reasoning EMNLP 2025 MALLM: Multi-Agent Large Language Models Framework EMNLP 2025 MallowsPO: Fine-Tune Your LLM with Preference Dispersions ICLR 2025 MamKO: Mamba-based Koopman operator for modeling and predictive control ICLR 2025 Manual-PA: Learning 3D Part Assembly from Instruction Diagrams ICCV 2025 Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System ACL 2025 MapNav: A Novel Memory Representation via Annotated Semantic Maps for VLM-based Vision-and-Language Navigation ACL 2025 Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates EMNLP 2025 MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems AAAI 2025 MarS: a Financial Market Simulation Engine Powered by Generative Foundation Model ICLR 2025 MasRouter: Learning to Route LLMs for Multi-Agent Systems ACL 2025 MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework EMNLP 2025 MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection ACL 2025 MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity COLING 2025