Conformal Prediction
2022 – Present
Robust Machine Learning
2020 – Present
Machine Learning for Molecule and Sequence Design
2018 – Present
Machine Learning for Combinatorial Optimization
2017 – Present
Optimizing blackbox functions (aka Bayesian Optimization)
2015 – Present
Machine Learning for Computing Systems
2015 – Present
Machine Learning for Sustainability Applications
2015 – Present
Sequential Decision-Making and Automated Planning
2012 – Present
Learning for Heuristic Search
2008 – Present
Efficient Deployment of Deep Networks on Mobile Platforms
2017 – 2020
Structured Prediction, Natural language processing, Computer Vision
2008 – 2015