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cs.LG2026
Sparsely-Supervised Data Assimilation via Physics-Informed Schrödinger Bridge
Dohyun Bu, Chanho Kim, Seokun Choi +1
Data assimilation (DA) for systems governed by partial differential equations (PDE) aims to reconstruct full spatiotemporal fields from sparse high-fidelity (HF) observations while…
cs.LG2025
Exploring Cross-Stage Adversarial Transferability in Class-Incremental Continual Learning
Jungwoo Kim, Jong-Seok Lee
Class-incremental continual learning addresses catastrophic forgetting by enabling classification models to preserve knowledge of previously learned classes while acquiring new one…