Search Results for author: Sunay Bhat

Found 3 papers, 1 papers with code

Towards Composable Distributions of Latent Space Augmentations

no code implementations6 Mar 2023 Omead Pooladzandi, Jeffrey Jiang, Sunay Bhat, Gregory Pottie

We propose a composable framework for latent space image augmentation that allows for easy combination of multiple augmentations.

Image Augmentation Image Classification

Causal Structural Hypothesis Testing and Data Generation Models

1 code implementation20 Oct 2022 Jeffrey Jiang, Omead Pooladzandi, Sunay Bhat, Gregory Pottie

We show that the variational version of the architecture, Causal Structural Variational Hypothesis Testing can improve performance in low SNR regimes.

Out-of-Distribution Generalization

De-Biasing Generative Models using Counterfactual Methods

no code implementations4 Jul 2022 Sunay Bhat, Jeffrey Jiang, Omead Pooladzandi, Gregory Pottie

Our proposed method combines a causal latent space VAE model with specific modification to emphasize causal fidelity, enabling finer control over the causal layer and the ability to learn a robust intervention framework.

counterfactual Disentanglement

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