Author

Fei-Ran You

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Preprint Oct 2026

TwinJEPA: Action-Preferred Predictive Representations for Goal-Conditioned Control

Joint-Embedding Predictive Architectures (JEPAs) are a promising paradigm for representation learning by predicting future latent states without reconstructing observations. Recent work has adapted JEPA-style latent prediction to offline zero-shot control through action-conditioned temporal prediction, enabling represe...

Fei-Ran You, Hong-Yang Du · 0 citations

#edge computing Preprint Oct 2026

FARM: Fundamental Agentic Reward Model For Multi-task Wireless Network Optimization

FARM (Fundamental Agentic Reward Model for Multi-task Wireless Network Optimization), a reward-space transfer framework that shifts cross-task knowledge reuse from policy space to trajectory-level decision evaluation, is proposed.

Fei-Ran You, Chang-Xu Ni, Hao-Zhe Ma et al. · 0 citations