Search Results for author: Shreshth A. Malik

Found 5 papers, 4 papers with code

BatchGFN: Generative Flow Networks for Batch Active Learning

1 code implementation26 Jun 2023 Shreshth A. Malik, Salem Lahlou, Andrew Jesson, Moksh Jain, Nikolay Malkin, Tristan Deleu, Yoshua Bengio, Yarin Gal

We introduce BatchGFN -- a novel approach for pool-based active learning that uses generative flow networks to sample sets of data points proportional to a batch reward.

Active Learning

Discovering Long-period Exoplanets using Deep Learning with Citizen Science Labels

1 code implementation13 Nov 2022 Shreshth A. Malik, Nora L. Eisner, Chris J. Lintott, Yarin Gal

Automated planetary transit detection has become vital to prioritize candidates for expert analysis given the scale of modern telescopic surveys.

Multi-Modal Fusion by Meta-Initialization

1 code implementation10 Oct 2022 Matthew T. Jackson, Shreshth A. Malik, Michael T. Matthews, Yousuf Mohamed-Ahmed

In this work, we propose an extension to the Model-Agnostic Meta-Learning algorithm (MAML), which allows the model to adapt using auxiliary information as well as task experience.

Few-Shot Learning Image Classification

Materials Graph Transformer predicts the outcomes of inorganic reactions with reliable uncertainties

1 code implementation30 Jul 2020 Shreshth A. Malik, Rhys E. A. Goodall, Alpha A. Lee

A common bottleneck for materials discovery is synthesis.

Computational Physics Materials Science

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