Agent Systems

10 Open Challenges Steering the Future of Vision-Language-Action Models AAAI 2026 3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding CVPR 2026 A11y-Compressor: A Framework for Enhancing the Efficiency of GUI Agent Observations through Visual Context Reconstruction and Redundancy Reduction ACL 2026 A²Flow: Automating Agentic Workflow Generation via Self-Adaptive Abstraction Operators AAAI 2026 A3D: Adaptive Affordance Assembly with Dual-Arm Manipulation AAAI 2026 ACE-Router: Generalizing History-Aware Routing from MCP Tools to the Agent Web ACL 2026 Achieving Equilibrium Under Utility Heterogeneity: An Agent-Attention Framework for Multi-Agent Multi-Objective Reinforcement Learning AAAI 2026 A Compliant Robotic Leg Based on Fibre Jamming (Abstract Reprint) AAAI 2026 Action Boundary Blindness: When LLM Agents Cannot Tell Where One Action Ends and Another Begins ACL 2026 Active Intelligence in Video Avatars via Closed-loop World Modeling CVPR 2026 AdaCuRL: Adaptive Curriculum Reinforcement Learning with Invalid Sample Mitigation and Historical Revisiting AAAI 2026 Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning (Student Abstract) AAAI 2026 Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement EACL 2026 Adaptive Regulation via Dual-Layer Evolution (ARDE): A Multi-Agent Approach to Balancing Efficiency, Fairness, and Diversity in Crowdsourced Platforms AAAI 2026 Adaptive Theory of Mind for LLM-based Multi-Agent Coordination AAAI 2026 AdaptJobRec: Enhancing Conversational Career Recommendation Through an LLM-Powered Agentic System AAAI 2026 AeroAgent: A Vision-Physics-Decision Framework for Aerodynamic Vehicle Design CVPR 2026 Affordance-R1: Reinforcement Learning for Generalizable Affordance Reasoning in Multimodal Large Language Models AAAI 2026 AFRAgent : An Adaptive Feature Renormalization Based High Resolution Aware GUI agent WACV 2026 A Functionality-Grounded Benchmark for Evaluating Web Agents in E-commerce Domains ACL 2026 AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts ACL 2026 AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning AAAI 2026 AgentFactory: A Self-Evolving Framework Through Executable Subagent Accumulation and Reuse ACL 2026 AgentGraph: Trace-to-Graph Platform for Interactive Analysis and Robustness Testing in Agentic AI Systems AAAI 2026 AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments ACL 2026