Search Results for author: Hrushikesh Loya

Found 5 papers, 1 papers with code

How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor

no code implementations30 Nov 2023 Hrushikesh Loya, Łukasz Dudziak, Abhinav Mehrotra, Royson Lee, Javier Fernandez-Marques, Nicholas D. Lane, Hongkai Wen

Neural architecture search has proven to be a powerful approach to designing and refining neural networks, often boosting their performance and efficiency over manually-designed variations, but comes with computational overhead.

Image Classification Meta-Learning +1

COIN++: Neural Compression Across Modalities

1 code implementation30 Jan 2022 Emilien Dupont, Hrushikesh Loya, Milad Alizadeh, Adam Goliński, Yee Whye Teh, Arnaud Doucet

Neural compression algorithms are typically based on autoencoders that require specialized encoder and decoder architectures for different data modalities.

Mixture Distributions for Scalable Bayesian Inference

no code implementations25 Sep 2019 Pranav Poduval, Hrushikesh Loya, Rajat Patel, Sumit Jain

We show Ensembles of deterministic and stochastic Neural Networks can indeed be cast as an approximate Bayesian inference.

Bayesian Inference

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