Search Results for author: Pascal Sturmfels

Found 5 papers, 4 papers with code

FoggySight: A Scheme for Facial Lookup Privacy

1 code implementation15 Dec 2020 Ivan Evtimov, Pascal Sturmfels, Tadayoshi Kohno

Searches in these databases are now being offered as a service to law enforcement and others and carry a multitude of privacy risks for social media users.

Face Recognition Privacy Preserving

Profile Prediction: An Alignment-Based Pre-Training Task for Protein Sequence Models

no code implementations1 Dec 2020 Pascal Sturmfels, Jesse Vig, Ali Madani, Nazneen Fatema Rajani

Recent deep-learning approaches to protein prediction have shown that pre-training on unlabeled data can yield useful representations for downstream tasks.

Language Modelling Masked Language Modeling +1

Explaining Explanations: Axiomatic Feature Interactions for Deep Networks

2 code implementations10 Feb 2020 Joseph D. Janizek, Pascal Sturmfels, Su-In Lee

Integrated Hessians overcomes several theoretical limitations of previous methods to explain interactions, and unlike such previous methods is not limited to a specific architecture or class of neural network.

Improving performance of deep learning models with axiomatic attribution priors and expected gradients

3 code implementations ICLR 2020 Gabriel Erion, Joseph D. Janizek, Pascal Sturmfels, Scott Lundberg, Su-In Lee

Recent research has demonstrated that feature attribution methods for deep networks can themselves be incorporated into training; these attribution priors optimize for a model whose attributions have certain desirable properties -- most frequently, that particular features are important or unimportant.

Interpretable Machine Learning

A Domain Guided CNN Architecture for Predicting Age from Structural Brain Images

1 code implementation11 Aug 2018 Pascal Sturmfels, Saige Rutherford, Mike Angstadt, Mark Peterson, Chandra Sripada, Jenna Wiens

Our results suggest that lessons learned from developing models on natural images may not directly transfer to neuroimaging tasks.

Object Recognition

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