Search Results for author: Radhakrishnan Balu

Found 3 papers, 0 papers with code

On the Computational Cost of Stochastic Security

no code implementations13 May 2023 Noah A. Crum, Leanto Sunny, Pooya Ronagh, Raymond Laflamme, Radhakrishnan Balu, George Siopsis

We investigate whether long-run persistent chain Monte Carlo simulation of Langevin dynamics improves the quality of the representations achieved by energy-based models (EBM).

Adversarial Robustness

Covariant Ergodic Quantum Markov Semigroups via Systems of Imprimitivity

no code implementations19 Feb 2021 Radhakrishnan Balu

We construct relativistic quantum Markov semigroups from covariant completely positive maps.

Quantum Physics Mathematical Physics Mathematical Physics

Bayesian Networks based Hybrid Quantum-Classical Machine Learning Approach to Elucidate Gene Regulatory Pathways

no code implementations23 Jan 2019 Radhakrishnan Balu, Ajinkya Borle

We report a scalable hybrid quantum-classical machine learning framework to build Bayesian networks (BN) that captures the conditional dependence and causal relationships of random variables.

BIG-bench Machine Learning

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