Search Results for author: Brian Sifringer

Found 3 papers, 2 papers with code

Images in Discrete Choice Modeling: Addressing Data Isomorphism in Multi-Modality Inputs

1 code implementation22 Dec 2023 Brian Sifringer, Alexandre Alahi

We propose and benchmark two methodologies to address this challenge: architectural design adjustments to segregate redundant information, and isomorphic information mitigation through source information masking and inpainting.

Interpretable Social Anchors for Human Trajectory Forecasting in Crowds

no code implementations CVPR 2021 Parth Kothari, Brian Sifringer, Alexandre Alahi

Human trajectory forecasting in crowds, at its core, is a sequence prediction problem with specific challenges of capturing inter-sequence dependencies (social interactions) and consequently predicting socially-compliant multimodal distributions.

Discrete Choice Models Trajectory Forecasting

Enhancing Discrete Choice Models with Representation Learning

1 code implementation23 Dec 2018 Brian Sifringer, Virginie Lurkin, Alexandre Alahi

In discrete choice modeling (DCM), model misspecifications may lead to limited predictability and biased parameter estimates.

Discrete Choice Models Representation Learning

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