Ishan Amin

Joined

September 2024

Names

Ishan Amin (Preferred)

Emails

****@berkeley.edu (Confirmed)

Personal Links

Career & Education History

MS student

EECS, University of California, Berkeley (berkeley.edu)

2024 – 2025

Undergrad student

Physics, University of California, Berkeley (berkeley.edu)

2020 – 2024

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

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
- NeurIPS 2025 Datasets and Benchmarks Track spotlight
- Readers: Everyone
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
- AI4MAT-ICLR-2025 Spotlight
- Readers: Everyone
Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
Ishan Amin, Sanjeev Raja, Aditi S. Krishnapriyan
- AI4MAT-ICLR-2025 Spotlight
- Readers: Everyone
Stability-Aware Training of Machine Learning Force Fields with Differentiable Boltzmann Estimators
Sanjeev Raja, Ishan Amin, Fabian Pedregosa, Aditi S. Krishnapriyan
- Accepted by TMLR
- Readers: Everyone
Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
Ishan Amin, Sanjeev Raja, Aditi S. Krishnapriyan
- ICLR 2025 Poster
- Readers: Everyone

Co-Authors