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Arnab Bhattacharyya

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Efficient Distance Estimation And Causal Inference For Discrete ModelsAlgorithmic Aspects of Causal Inference 20222022-03-18
Proves that TV computation is #P‑hard even for product distributions and that deciding TV zero versus nonzero becomes NP‑hard once node degree ≥2; gives an…
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Learning And Testing Causal Models: A Property Testing ViewpointLearning from Interventions 20222022-02-14
Frames causal testing as distribution property testing and gives tight sample trade-offs: trade-off between observational and interventional samples is…
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Panel DiscussionLearning from Interventions 20222022-02-14
Defines robustness as controlling average error over an L2 ball of potential outcomes and provides a design that guarantees an unbiased Horvitz-Thompson…
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Algorithmic Regularity for Polynomials and ApplicationsNeo-Classical Methods in Discrete Analysis 20132013-12-02
Randomized polynomial-time algorithms find an explicit degree-(D−1) polynomial factor that exactly generates any biased degree-D polynomial over…
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