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cs.LG2026
Scalable and Trustworthy Earth Observation Foundation Models
Syed Usama Imtiaz, Mitra Nasr Azadani, Nasrin Alamdari
Foundation models (FMs) have transformed machine learning from isolated task-specific model development toward general-purpose models pretrained on broad data and adapted to multip…
cs.LG2026
PiCSRL: Physics-Informed Contextual Spectral Reinforcement Learning
Mitra Nasr Azadani, Syed Usama Imtiaz, Nasrin Alamdari
High-dimensional low-sample-size (HDLSS) datasets constrain reliable environmental model development, where labeled data remain sparse. Reinforcement learning (RL)-based adaptive s…