research
∙
05/08/2023
Learning Good Interventions in Causal Graphs via Covering
We study the causal bandit problem that entails identifying a near-optim...
share
research
∙
11/09/2021
Almost Optimal Universal Lower Bound for Learning Causal DAGs with Atomic Interventions
A well-studied challenge that arises in the structure learning problem o...
research
∙
11/01/2021
Intervention Efficient Algorithm for Two-Stage Causal MDPs
We study Markov Decision Processes (MDP) wherein states correspond to ca...
research
∙
07/06/2021
Causal Bandits on General Graphs
We study the problem of determining the best intervention in a Causal Ba...
research
∙
03/12/2021
Efficient reconstruction of depth three circuits with top fan-in two
We develop efficient randomized algorithms to solve the black-box recons...
research
∙
12/13/2020
Budgeted and Non-budgeted Causal Bandits
Learning good interventions in a causal graph can be modelled as a stoch...
research
∙
11/30/2019