Agent Systems

Little Martians: From Desert Clay to Generative Agents NeurIPS 2025 LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval EMNLP 2025 LLaRA: Supercharging Robot Learning Data for Vision-Language Policy ICLR 2025 LLM2: Let Large Language Models Harness System 2 Reasoning NAACL 2025 LLM Agents for Coordinating Multi-User Information Gathering ACL 2025 LLM Agents for Education: Advances and Applications EMNLP 2025 LLM Agents Implement an NLG System from Scratch: Building Interpretable Rule-Based RDF-to-Text Generators EMNLP 2025 LLM Agents Making Agent Tools ACL 2025 LLM-Assisted Semantically Diverse Teammate Generation for Efficient Multi-agent Coordination ICML 2025 LLM-based Collaborative Agents with Pedagogy-guided Interaction Modeling for Timely Instructive Feedback Generation in Task-oriented Group Discussions IJCAI 2025 LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience EMNLP 2025 LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models NAACL 2025 LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System EMNLP 2025 LLM-Personalize: Aligning LLM Planners with Human Preferences via Reinforced Self-Training for Housekeeping Robots COLING 2025 LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs ACL 2025 LLM-RSPF: Large Language Model-Based Robotic System Planning Framework for Domain Specific Use-Cases WACV 2025 LLMs Can Plan Only If We Tell Them ICLR 2025 LLMs Can Simulate Standardized Patients via Agent Coevolution ACL 2025 LLMscape NeurIPS 2025 LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? EMNLP 2025 LMR-BENCH: Evaluating LLM Agent’s Ability on Reproducing Language Modeling Research EMNLP 2025 LocAgent: Graph-Guided LLM Agents for Code Localization ACL 2025 LTLf Synthesis on First-Order Agent Programs in Nondeterministic Environments AAAI 2025 LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents ICCV 2025 LyS at SemEval 2025 Task 8: Zero-Shot Code Generation for Tabular QA SemEval 2025