Unverified50% confidenceFactExact time
JADE (Joint Action DEnoiser) is a VLA architecture method that lets the VLM and the action expert jointly participate in the action refinement process.
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50%
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Long-term
Relevance
11/3/2026
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UnverifiedTypical representatives of action models are vision-language-action models (VLA), such as RT-2 and OpenVLA, which usually use a pretrained multimodal large model as the backbone and, after fine-tuning on robot data, directly output joint positions, end-effector trajectories or discrete action tokens.68% similarUnverifiedVLA (Vision-Language-Action) policy is a paradigm in robotics that unifies visual perception, natural language understanding, and robot action control within a single model framework67% similarUnverifiedVLA将机器人的物理动作表示为动作token，在统一序列预测框架中端到端完成从感知到行动的推理，Google DeepMind的RT-2系列工作是这一范式的代表66% similarUnverifiedGUI Agents usually combine the perception capability of VLMs with planning modules to decompose high-level goals into multi-step operations; they are cross-platform and general-purpose, but face challenges such as high inference latency, limited understanding of the timing of dynamic content, and the impact of action randomness on test determinism.65% similarUnverifiedPaceVLA's action expert is a single shared backbone network dedicated to action generation that receives visual and language representations and outputs latent representations of action sequences, rather than multiple expert networks.62% similar
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