2024 AI2D: Center For AI And Data Science For Integrated Diagnostics ($150K; PI) 2022 Bridging the disparities in diagnostic models of neurological disorders (AWS credits; $81K; PI) 2022 The Geometry of Learnable Tasks (Amazon; $135K; PI) 2022 Calibrated Machine Learning Methods for Mobile Health Interventions (ASSET Center Penn; $ 100K; PI IAN BARNETT BIOSTATICATS)2022神经形态代表性学习原理(Intel Rising Star教师奖; $ 50K; PI)2021精确的诊断和可解释的治疗方法医学数据中的异质性提供了准确和个性化的预测(本科研究和奖学金中心Curf Penn; $ 8K; PI)2020离线和非政策外强加固学习(亚马逊机器学习研究奖; $ 135K; PI)2020 2020年在复杂的非结构环境中快速自动驾驶(一般电气研究) $ 25K; pi)