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Jingjing Gong

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Jul 2026

WCM: A World Critic Model for Vision-Language-Action Reinforcement Learning

The World Critic Model is proposed, built on a lightweight LeJEPA architecture; WCM jointly predicts future latent state and estimates values, such that the critic's representation is explicitly trained to capture temporal dynamics rather than merely regress scalar returns.

Senyu Fei, Xiaopeng Yu, Siyin Wang et al. · 2 citations
Preprint Aug 2026

ETA: A New Agentic Paradigm for Embodied Tasks

The Embodied Task Agent is introduced, a new paradigm for extending digital agents into the physical world, and OpenETA is released as its open-source implementation, which provides replaceable Planners, composable Tools and Skills, auditable memory, replayable trajectories, and common interfaces for simulation and rea...

Yi-Tong Chen, Zezheng Huai, Si-Xian Li et al. · 5 citations · ⚡1
Preprint Jul 2026

HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control

HiMe is proposed, a Hierarchical Embodied Memory framework that decouples embodied intelligence into a high-frequency Executor for execution, a Sentry for working memory, and a Planner for long-term strategy, and introduces a dynamic knowledge system based on cross-modal semantic schemas and active management mechanism...

Li Ji, Siyin Wang, Pengfang Qian et al. · 1 citation

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