Search Results for author: Siddarth Krishnamoorthy

Found 3 papers, 2 papers with code

Diffusion Models for Black-Box Optimization

1 code implementation12 Jun 2023 Siddarth Krishnamoorthy, Satvik Mehul Mashkaria, Aditya Grover

The goal of offline black-box optimization (BBO) is to optimize an expensive black-box function using a fixed dataset of function evaluations.

Denoising

Generative Pretraining for Black-Box Optimization

1 code implementation22 Jun 2022 Siddarth Krishnamoorthy, Satvik Mehul Mashkaria, Aditya Grover

Many problems in science and engineering involve optimizing an expensive black-box function over a high-dimensional space.

Data-Driven Compression of Convolutional Neural Networks

no code implementations28 Nov 2019 Ramit Pahwa, Manoj Ghuhan Arivazhagan, Ankur Garg, Siddarth Krishnamoorthy, Rohit Saxena, Sunav Choudhary

Designing and training a CNN architecture that does well on all three metrics is highly non-trivial and can be very time-consuming if done by hand.

Knowledge Distillation Model Compression

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