research
∙
05/30/2022
Adaptive Learning for Discovery
In this paper, we study a sequential decision-making problem, called Ada...
share
research
∙
11/13/2021
On the Statistical Benefits of Curriculum Learning
Curriculum learning (CL) is a commonly used machine learning training st...
research
∙
08/10/2021
Bandit Algorithms for Precision Medicine
The Oxford English Dictionary defines precision medicine as "medical car...
research
∙
07/09/2021
Safe Exploration by Solving Early Terminated MDP
Safe exploration is crucial for the real-world application of reinforcem...
research
∙
05/31/2021
Representation Learning Beyond Linear Prediction Functions
Recent papers on the theory of representation learning has shown the imp...
research
∙
10/15/2020
Decision Making Problems with Funnel Structure: A Multi-Task Learning Approach with Application to Email Marketing Campaigns
This paper studies the decision making problem with Funnel Structure. Fu...
research
∙
06/12/2020
TorsionNet: A Reinforcement Learning Approach to Sequential Conformer Search
Molecular geometry prediction of flexible molecules, or conformer search...
research
∙
02/06/2020