Agent Systems

ModularAgent: A Task-Aware Modular Framework for Joint Optimization of Multimodal Large Language Models and World Models CVPR 2026 MoLe-VLA: Dynamic Layer-skipping Vision Language Action Model via Mixture-of-Layers for Efficient Robot Manipulation AAAI 2026 MoralReason: Generalizable Moral Decision Alignment for LLM Agents Using Reasoning-Level Reinforcement Learning AAAI 2026 More than Irrational: Modeling Belief-Biased Agents AAAI 2026 MP1: MeanFlow Tames Policy Learning in 1-step for Robotic Manipulation AAAI 2026 MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation AAAI 2026 MPMA: Preference Manipulation Attack Against Model Context Protocol AAAI 2026 MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training ACL 2026 Multi-Agent Reinforcement Learning for Modeling, Simulating, and Optimizing Energy Markets AAAI 2026 Multi-Modal Interactive Control of Robotic Arm Based on Offline Large Language Models (Student Abstract) AAAI 2026 Multimodal Large Language Models for Human-AI Interaction: Foundations, Agents, and Inclusive Applications EACL 2026 Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms OSDI 2026 NaturalGAIA: A Verifiable Benchmark and Hierarchical Framework for Long-Horizon GUI Tasks ACL 2026 Navigating the Infinite Dynamic Web Space: Effective In-Context Exploration via Cognitive Multi-Agent Collaboration EACL 2026 NaVLA$^2$: A Vision-Language-Audio-Action Model for Multimodal Instruction Navigation AAAI 2026 NCL&HKU-NarrSim at SemEval-2026 Task 4: Aspect-Based Agents and Supervised Contrastive Embeddings for Narrative Similarity SemEval 2026 NERFIFY: A Multi-Agent Framework for Turning NeRF Papers into Code CVPR 2026 Nested Browser-Use Learning for Agentic Information Seeking ACL 2026 Neuro-Symbolic Agentic Reinforcement Learning for Long-Term Original Character Companionship and Interaction ACL 2026 No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning ACL 2026 Object-Centric World Models for Causality-Aware Reinforcement Learning AAAI 2026 OctoBench: Benchmarking Scaffold-Aware Instruction Following in Repository-Grounded Agentic Coding ACL 2026 OctoT2I: A Self-Evolving Agentic Text-to-Image Router CVPR 2026 OctoTools: A Multi-Agent Framework with Extensible Tools for Complex Reasoning ACL 2026 ODYSSEY: Open-World Quadrupeds Exploration and Manipulation for Long-Horizon Tasks AAAI 2026