Agent Systems

EvoRoute: Experience-Driven Self-Routing LLM Agent Systems ACL 2026 EVOTOOL: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware Selection ACL 2026 "Excuse me, may I say something..." CoLabScience, A Proactive AI Assistant for Biomedical Discovery and LLM-Expert Collaborations ACL 2026 Expand Your SCOPE: Semantic Cognition over Potential-Based Exploration for Embodied Visual Navigation AAAI 2026 Experience-driven Multi-turn Reinforcement Learning for GUI Agents ACL 2026 Experience Transfer for Multimodal LLM Agents in Minecraft Game CVPR 2026 Explicit Trait Inference for Multi-Agent Coordination ACL 2026 Facilitating Early Maladaptive Schema–Guided Polite and Empathetic Psychotherapeutic Support: An LLM-Driven MoE-RL-Based Dialogue System AAAI 2026 F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming AAAI 2026 FALCONEye: Finding Answers and Localizing Content in ONE-hour-long videos with multi-modal LLMs WACV 2026 FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation AAAI 2026 FARM: Frame-Accelerated Augmentation and Residual Mixture-of-Experts for Physics-Based High-Dynamic Humanoid Control AAAI 2026 Fault Diagnosis of Irregular Sequences by Adjoint Learning in Continuous-Time Model Space AAAI 2026 FilmSceneDesigner: Chaining Set Design for Procedural Film Scene Generation AAAI 2026 FindTheFlaws: Annotated Errors for Detecting Flawed Reasoning and Scalable Oversight Research AAAI 2026 FinReporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction Financial Disclosure ACL 2026 FIXME: Towards End-to-End Benchmarking of LLM-Aided Design Verification AAAI 2026 FNOPT: Resolution-Agnostic, Self-Supervised Cloth Simulation using Meta-Optimization with Fourier Neural Operators WACV 2026 FormGym: Doing Paperwork with Agents EACL 2026 FreeAskWorld: An Interactive and Closed-Loop Simulator for Human-Centric Embodied AI AAAI 2026 From Knowing to Teaching: Scaffolding Pedagogical Decisions for LLM Agent ACL 2026 From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026 From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation ACL 2026 From Synthesis to Clinical Assistance: A Strategy-Aware Agent Framework for Autism Intervention based on Real Clinical Dataset ACL 2026 From Tokens to Latent States: Leveraging Pre-trained Language Models for Improving Partially Observable Reinforcement Learning AAAI 2026