Author

Jianrong Zhang

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#artificial intelligence Preprint Sep 2026

PDE-JEPA: Predictive Representation Learning of Latent Dynamics Modeling for Parametric PDEs

Physical trajectories contain more than snapshots of a system: they also reveal how its states evolve under governing conditions. However, representation learning for parametric partial differential equations (PDEs) has largely relied on reconstruction-based objectives that emphasize recovering observed physical fields...

Zhen-Tao Tan, Jian-Rong Zhang, Rui-Jie Quan et al. · 0 citations

Aug 2026

Text-to-Motion Generation With Discrete Representations and Large Language Models.

This work investigates a simple yet effective conditional generative framework for text-to-motion generation and proposes T2M-GIT+, which employs a non-autoregressive method to generate discrete motion representations in parallel, and is therefore more efficient than T2M-GPT+ while achieving comparable results.

Jian-Rong Zhang, Yang-Song Zhang, Xiaodong Cun et al. · IEEE Transactions on Pattern... · 0 citations