3 papers
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…
physics.ao-ph2022
Soil Erosion in the United States. Present and Future (2020-2050)
Shahab Aldin Shojaeezadeh, Malik Al-Wardy, Mohammad Reza Nikoo +6
Soil erosion is a significant threat to the environment and long-term land management around the world. Accelerated soil erosion by human activities inflicts extreme changes in ter…