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Agentic-VLA: Efficient Online Adaptation for Vision-Language-Action Models

BACKGROUND
1 SIGNALFIRST DETECTED 25 May 2026
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1 Jul
Agentic RAG-VLM: Affordance-Aware Retrieval-Augmented Generation with Self-Reflective Planning for Robotic Grasping

arXiv:2606.31200v1 Announce Type: new Abstract: Generalizable robotic grasping in cluttered environments is essential for deploying manipulators in unstructured human spaces, yet

REPORT · WHAT · ArXiv CS.AIOPEN STORY
20 Mar
Scaling Sim-to-Real Reinforcement Learning for Robot VLAs with Generative 3D Worlds

arXiv:2603.18532v1 Announce Type: cross Abstract: The strong performance of large vision-language models (VLMs) trained with reinforcement learning (RL) has motivated similar

REPORT · HOW · ArXiv CS.AIOPEN STORY
27 Apr
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond

arXiv:2604.22748v1 Announce Type: new Abstract: As AI systems move from generating text to accomplishing goals through sustained interaction, the ability to model environment

REPORT · WHAT · ArXiv CS.AIOPEN STORY
4 May
Physically Native World Models: A Hamiltonian Perspective on Generative World Modeling

arXiv:2605.00412v1 Announce Type: new Abstract: World models have recently re-emerged as a central paradigm for embodied intelligence, robotics, autonomous driving, and

REPORT · WHAT · ArXiv CS.AIOPEN STORY
18 May
Agentic Discovery of Neural Architectures: AIRA-Compose and AIRA-Design

arXiv:2605.15871v1 Announce Type: new Abstract: Toward recursive self-improvement, we investigate LLM agents autonomously designing foundation models beyond standard Transformers.

REPORT · WHAT · ArXiv CS.AIOPEN STORY
22 May
GROW: Aligning GRPO with State-Action Modeling for Open-World VLM Agents

arXiv:2605.20246v2 Announce Type: cross Abstract: Recently, vision-language model (VLM) agents have shown promising progress in open-world tasks, where successful task completion

REPORT · WHERE · ArXiv CS.AIOPEN STORY
9 Sept
LayerRoute: Action-Conditioned Mixture-of-Layers Routing for Vision-Language-Action Policies

arXiv:2609.06079v1 Announce Type: new Abstract: Vision-Language-Action (VLA) policies leverage pretrained vision-language models (VLMs) to guide action generation for robot

REPORT · WHAT · ArXiv CS.AIOPEN STORY
11 May
Beyond the Black Box: Interpretability of Agentic AI Tool Use

arXiv:2605.06890v1 Announce Type: new Abstract: AI agents are promising for high-stakes enterprise workflows, but dependable deployment remains limited because tool-use failures

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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