4 papers
Navigating heterogeneous protein landscapes through geometry-aware smoothing
Srinivas Anumasa, Barath Chandran, Tingting Chen +15
The evolutionary fitness landscape of biological molecules is extremely sparse and heterogeneous, with functional sequences forming isolated dense ``islands'' within a vast combina…
Uncertainty-Guided Model Selection for Tabular Foundation Models in Biomolecule Efficacy Prediction
Jie Li, Andrew McCarthy, Zhizhuo Zhang +1
In-context learners like TabPFN are promising for biomolecule efficacy prediction, where established molecular feature sets and relevant experimental results can serve as powerful…
Imitation Learning for Satellite Attitude Control under Unknown Perturbations
Zhizhuo Zhang, Hao Peng, Xiaoli Bai
This paper presents a novel satellite attitude control framework that integrates Soft Actor-Critic (SAC) reinforcement learning with Generative Adversarial Imitation Learning (GAIL…
Genie: A Secure, Transparent Sharing and Services Platform for Genetic and Health Data
Shifa Zhang, Anne Kim, Dianbo Liu +10
Artificial Intelligence (AI) incorporating genetic and medical information have been applied in disease risk prediction, unveiling disease mechanism, and advancing therapeutics. Ho…