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cs.AI2026
PDE-JEPA: Predictive Representation Learning of Latent Dynamics Modeling for Parametric PDEs
Zhentao Tan, Jianrong Zhang, Ruijie Quan +1
Physical trajectories contain more than snapshots of a system: they also reveal how its states evolve under governing conditions. However, representation learning for parametric pa…
cs.CV2026
Scaling Video Understanding via Compact Latent Multi-Agent Collaboration
Kerui Chen, Jinglu Wang, Jianrong Zhang +3
Multi-modal large language models (MLLMs) advance vision language understanding but face inherent limitations in long-video tasks due to bounded perception context budgets. Existin…