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Shangchen Miao

2 accepted papers

2026

Vid2World: Crafting Video Diffusion Models to Interactive World Models

ICLR 2026poster

World models, which predict future transitions from past observation and action sequences, have shown great promise for improving data efficiency in sequential decision-making. However, existing world models often require extensive domain-specific training and still produce low-fidelity, coarse pred…

Cited by 0SourcecodeScholar
2024

DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction

NeurIPS 2024poster

Accurately predicting the future fluid is vital to extensive areas such as meteorology, oceanology, and aerodynamics. However, since the fluid is usually observed from the Eulerian perspective, its moving and intricate dynamics are seriously obscured and confounded in static grids, bringing thorny c…