Beyond Compression: Training Latent Representations for Stable Long-Horizon Rollout in Neural Surrogate Solvers
cs.LG, cond-mat.mtrl-sci, cs.CE
Submitted: 2026-09-24
Updated: 2026-09-24
Terminology
Sources
- Cosmos World Foundation Model Platform for Physical AI
- Walrus: A Cross-Domain Foundation Model for Continuum Dynamics
- FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
- Tadpole: Autoencoders as Foundation Models for 3D PDEs with Online Learning
- Axial Attention in Multidimensional Transformers
- Message Passing Neural PDE Solvers
- Revisiting Multimodal Positional Encoding in Vision-Language Models
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