Search Results for author: Manas Gogoi

Found 3 papers, 2 papers with code

Perturbing the Gradient for Alleviating Meta Overfitting

1 code implementation20 May 2024 Manas Gogoi, Sambhavi Tiwari, Shekhar Verma

However, there can be a number of novel solutions to this problem keeping in mind any of the two objectives to be attained, i. e. to increase diversity in the tasks and to reduce the confidence of the model for some of the tasks.

Few-Shot Learning

Learning to Learn with Indispensable Connections

no code implementations6 Apr 2023 Sambhavi Tiwari, Manas Gogoi, Shekhar Verma, Krishna Pratap Singh

We aim to perform two things: (a) to find a sub-network capable of more adaptive meta-learning and (b) to learn new low-level features of unseen tasks and recombine those features with the already learned features during the meta-test phase.

Few-Shot Learning

Adaptive Prototypical Networks

1 code implementation22 Nov 2022 Manas Gogoi, Sambhavi Tiwari, Shekhar Verma

Prototypical network for Few shot learning tries to learn an embedding function in the encoder that embeds images with similar features close to one another in the embedding space.

Few-Shot Learning

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