conftrace_

Aditi S. Krishnapriyan

6 papers · 2024–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (15)

Conferences

ICLR (4) ICML (1) NIPS (1)

Top co-authors

Yiheng Du (2) Nithin Chalapathi (2) Sanjeev Raja (2) Martin Sipka (1) Tianlang Chen (1) Eric Qu (1) Ishan Amin (1) Michal Pavelka (1) Shengjie Luo (1) Tobias Kreiman (1)

Keywords

attention mechanism (1) molecular dynamics (1) interatomic potential (1) graph neural network (1) rotational equivariance (1) neural network potential (1)

Papers

Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians ICLR 2025 Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional ICML 2025 The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains NIPS 2024 Neural Spectral Methods: Self-supervised learning in the spectral domain ICLR 2024 Scaling physics-informed hard constraints with mixture-of-experts ICLR 2024 Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products ICLR 2024