Agent Systems

MCP2OSC: Parametric Control by Natural Language NeurIPS 2025 MCP-Driven Parametric Modeling: Integrating LLM Agents into Architectural and Landscape Design Workflows NeurIPS 2025 MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models EMNLP 2025 MCU: An Evaluation Framework for Open-Ended Game Agents ICML 2025 MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM Agents AAAI 2025 Measuring temporal effects of agent knowledge by date-controlled tool use ACL 2025 MECoT: Markov Emotional Chain-of-Thought for Personality-Consistent Role-Playing ACL 2025 MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis ACL 2025 Medical World Model ICCV 2025 MedPlan: A Two-Stage RAG-Based System for Personalized Medical Plan Generation ACL 2025 MedRAX: Medical Reasoning Agent for Chest X-ray ICML 2025 Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents EMNLP 2025 MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf EMNLP 2025 MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs ACL 2025 MeKB-Sim: Personal Knowledge Base-Powered Multi-Agent Simulation NAACL 2025 MELON: Provable Defense Against Indirect Prompt Injection Attacks in AI Agents ICML 2025 MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents ACL 2025 MemInsight: Autonomous Memory Augmentation for LLM Agents EMNLP 2025 Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents JMLR 2025 Memory OS of AI Agent EMNLP 2025 MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling NAACL 2025 MERIT: Multi-Agent Collaboration for Unsupervised Time Series Representation Learning ACL 2025 MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition EMNLP 2025 MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines ICML 2025 Metagent-P: A Neuro-Symbolic Planning Agent with Metacognition for Open Worlds ACL 2025