Search Results for author: Shayan Shirahmad Gale Bagi

Found 3 papers, 2 papers with code

Implicit Causal Representation Learning via Switchable Mechanisms

no code implementations16 Feb 2024 Shayan Shirahmad Gale Bagi, Zahra Gharaee, Oliver Schulte, Mark Crowley

Our approach models the effects of soft interventions by employing a \textit{causal mechanism switch variable} designed to toggle between different causal mechanisms.

Disentanglement

Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting

1 code implementation17 Feb 2023 Shayan Shirahmad Gale Bagi, Zahra Gharaee, Oliver Schulte, Mark Crowley

First, we propose a novel causal model that explains the generative factors in motion forecasting datasets using features that are common across all environments and with features that are specific to each environment.

Motion Forecasting Representation Learning +2

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