Search Results for author: Shruti Joshi

Found 6 papers, 2 papers with code

Learning Robust Dynamics through Variational Sparse Gating

1 code implementation21 Oct 2022 Arnav Kumar Jain, Shivakanth Sujit, Shruti Joshi, Vincent Michalski, Danijar Hafner, Samira Ebrahimi-Kahou

Learning world models from their sensory inputs enables agents to plan for actions by imagining their future outcomes.

Inductive Bias

Function Contrastive Learning of Transferable Meta-Representations

no code implementations14 Oct 2020 Muhammad Waleed Gondal, Shruti Joshi, Nasim Rahaman, Stefan Bauer, Manuel Wüthrich, Bernhard Schölkopf

This \emph{meta-representation}, which is computed from a few observed examples of the underlying function, is learned jointly with the predictive model.

Contrastive Learning Few-Shot Learning

Function Contrastive Learning of Transferable Representations

no code implementations28 Sep 2020 Muhammad Waleed Gondal, Shruti Joshi, Nasim Rahaman, Stefan Bauer, Manuel Wuthrich, Bernhard Schölkopf

Few-shot-learning seeks to find models that are capable of fast-adaptation to novel tasks which are not encountered during training.

Contrastive Learning Few-Shot Learning

Explanations for Temporal Recommendations

no code implementations17 Jul 2018 Homanga Bharadhwaj, Shruti Joshi

Recommendation systems are an integral part of Artificial Intelligence (AI) and have become increasingly important in the growing age of commercialization in AI.

Recommendation Systems

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