Amin, Ishan

5 publications

ICLRW 2025 MLIP Arena: Advancing Fairness and Transparency in Machine Learning Interatomic Potentials Through an Open and Accessible Benchmark Platform Yuan Chiang, Tobias Kreiman, Elizabeth Weaver, Ishan Amin, Matthew Kuner, Christine Zhang, Aaron Kaplan, Daryl Chrzan, Samuel M Blau, Aditi S. Krishnapriyan, Mark Asta

NeurIPS 2025 MLIP Arena: Advancing Fairness and Transparency in Machine Learning Interatomic Potentials via an Open, Accessible Benchmark Platform Yuan Chiang, Tobias Kreiman, Christine Zhang, Matthew C. Kuner, Elizabeth Jin Weaver, Ishan Amin, Hyunsoo Park, Yunsung Lim, Jihan Kim, Daryl Chrzan, Aron Walsh, Samuel M Blau, Mark Asta, Aditi S. Krishnapriyan

TMLR 2025 Stability-Aware Training of Machine Learning Force Fields with Differentiable Boltzmann Estimators Sanjeev Raja, Ishan Amin, Fabian Pedregosa, Aditi S. Krishnapriyan

ICLR 2025 Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians Ishan Amin, Sanjeev Raja, Aditi S. Krishnapriyan

ICLRW 2025 Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians Ishan Amin, Sanjeev Raja, Aditi S. Krishnapriyan