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05/08/2023
Learning Good Interventions in Causal Graphs via Covering
We study the causal bandit problem that entails identifying a near-optim...
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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...
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11/01/2021
Intervention Efficient Algorithm for Two-Stage Causal MDPs
We study Markov Decision Processes (MDP) wherein states correspond to ca...
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07/06/2021
Causal Bandits on General Graphs
We study the problem of determining the best intervention in a Causal Ba...
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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...
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12/13/2020
Budgeted and Non-budgeted Causal Bandits
Learning good interventions in a causal graph can be modelled as a stoch...
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11/30/2019
