Search Results for author: Sunabha Chatterjee

Found 2 papers, 1 papers with code

A Unified Bayesian Framework for Discriminative and Generative Continual Learning

no code implementations1 Jan 2021 Abhishek Kumar, Sunabha Chatterjee, Piyush Rai

Two notable directions among the recent advances in continual learning with neural networks are (1) variational Bayes based regularization by learning priors from previous tasks, and, (2) learning the structure of deep networks to adapt to new tasks.

Continual Learning

Bayesian Structure Adaptation for Continual Learning

1 code implementation8 Dec 2019 Abhishek Kumar, Sunabha Chatterjee, Piyush Rai

Two notable directions among the recent advances in continual learning with neural networks are ($i$) variational Bayes based regularization by learning priors from previous tasks, and, ($ii$) learning the structure of deep networks to adapt to new tasks.

Continual Learning

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