Amin, Ishan

1. Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
   2025/01/15 by Ishan Amin, Amin, Ishan, Sanjeev Raja +4 · 1 voice · 6 citations
   Materials Science · Physics and Astronomy · #Machine Learning in Materials Science #Model Reduction and Neural Networks #cond-mat.mtrl-sci #cs.LG #physics.bio-ph #physics.chem-ph
2. MLIP Arena: Advancing Fairness and Transparency in Machine Learning Interatomic Potentials via an Open, Accessible Benchmark Platform
   2025/09/25 by Yuan Chiang, Chiang, Yuan, Tobias Kreiman +25 · 8 citations
   Computer Science · Medicine · Social Sciences · #Artificial Intelligence in Healthcare and Education #Chemical Physics (physics.chem-ph) #Computational Engineering #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Materials Science (cond-mat.mtrl-sci) #and Science (cs.CE)