Search Results for author: Sagnik Chatterjee

Found 3 papers, 1 papers with code

Quantum Solutions to the Privacy vs. Utility Tradeoff

no code implementations6 Jul 2023 Sagnik Chatterjee, Vyacheslav Kungurtsev

In this work, we propose a novel architecture (and several variants thereof) based on quantum cryptographic primitives with provable privacy and security guarantees regarding membership inference attacks on generative models.

Efficient Quantum Agnostic Improper Learning of Decision Trees

no code implementations1 Oct 2022 Sagnik Chatterjee, Tharrmashastha SAPV, Debajyoti Bera

Our algorithm is the first algorithm (classical or quantum) for learning decision trees in polynomial time without membership queries.

Ensemble Learning

Quantum Boosting using Domain-Partitioning Hypotheses

1 code implementation25 Oct 2021 Debajyoti Bera, Rohan Bhatia, Parmeet Singh Chani, Sagnik Chatterjee

Izdebski et al. posed an open question on whether we can boost quantum weak learners that output non-binary hypothesis.

Benchmarking Ensemble Learning +3

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