影响力指数
论文质量、代表作、近期表现、广度与样本量置信度综合计算
67.52/100
前 3.1%
全站排名 #1,972
发表论文12 篇
平均评分
年均产出4.0 篇/年
Aditi S. Krishnapriyan
研究方向
dynamical systems · physics-informed machine learning · differentiable physics · geometric deep learning · molecules · materials
19
From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide MLIP Architectures
ICLR 2026Rejected
通讯12
A recipe for scalable attention-based ML Potentials: unlocking long-range accuracy with all-to-all node attention
ICLR 2026Desk Rejected
三作16
Transformers Adaptively Learn Molecular Structures Without Graph Priors
ICLR 2026Rejected
通讯11
Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional
ICML 2025Poster
通讯17
Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
ICLR 2025Poster
三作22
EddyFormer: Accelerated Neural Simulations of Three-Dimensional Turbulence at Scale
NeurIPS 2025Poster
二作24
Understanding and Mitigating Distribution Shifts for Machine Learning Force Fields
ICLR 2025Rejected
二作