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Agent Systems

3885 directly classified papers

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Papers

Online Multi-LLM Selection via Contextual Bandits Under Unstructured Context Evolution AAAI 2026

ORVIT: Near-Optimal Online Distributionally Robust Reinforcement Learning AAAI 2026

Efficient Diffusion Planning with Temporal Diffusion AAAI 2026

BayesAgent: Bayesian Agentic Reasoning Under Uncertainty via Verbalized Probabilistic Graphical Modeling AAAI 2026

Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026

DiffBench Meets DiffAgent: End-to-End LLM-Driven Diffusion Acceleration Code Generation AAAI 2026

Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026

Principled Analysis of Deep Reinforcement Learning Evaluation and Design Paradigms AAAI 2026

From Tokens to Latent States: Leveraging Pre-trained Language Models for Improving Partially Observable Reinforcement Learning AAAI 2026

EfficientFlow: Efficient Equivariant Flow Policy Learning for Embodied AI AAAI 2026

MemoryART: Enhancing LLMs via Multi-Memory Models with Adaptive Resonance Theory for Healthcare Agents AAAI 2026

F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming AAAI 2026

EEG Agent: A Unified Framework for Automated EEG Analysis Using Large Language Models AAAI 2026

H-RDT: Human Manipulation Enhanced Bimanual Robotic Manipulation AAAI 2026

Steering Visuomotor Policy in Open Worlds via Cross-View Goal Alignment AAAI 2026

ManiLong-Shot: Interaction-Aware One-Shot Imitation Learning for Long-Horizon Manipulation AAAI 2026

NaVLA$^2$: A Vision-Language-Audio-Action Model for Multimodal Instruction Navigation AAAI 2026

Learning Diffusion Policy from Primitive Skills for Robot Manipulation AAAI 2026

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions AAAI 2026

DiTEA: Mixture-of-Experts for Vision-Language-Action Model in Robotic Manipulation AAAI 2026

Towards Efficient and Robust Manipulation via Multi-Frame Vision-Language-Action Modeling AAAI 2026

A3D: Adaptive Affordance Assembly with Dual-Arm Manipulation AAAI 2026

Whole-Body Coordination for Dynamic Object Grasping with Legged Manipulators AAAI 2026

TTF-VLA: Temporal Token Fusion via Pixel-Attention Integration for Vision-Language-Action Models AAAI 2026

MP1: MeanFlow Tames Policy Learning in 1-step for Robotic Manipulation AAAI 2026