research
∙
01/17/2023
Opti-CAM: Optimizing saliency maps for interpretability
Methods based on class activation maps (CAM) provide a simple mechanism ...
share
research
∙
10/21/2022
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?
Recent advances in vision-and-language modeling have seen the developmen...
research
∙
07/18/2022
Implicit Regularization with Polynomial Growth in Deep Tensor Factorization
We study the implicit regularization effects of deep learning in tensor ...
research
∙
06/24/2021
ChaLearn Looking at People: Inpainting and Denoising challenges
Dealing with incomplete information is a well studied problem in the con...
research
∙
05/04/2021
Implicit Regularization in Deep Tensor Factorization
Attempts of studying implicit regularization associated to gradient desc...
research
∙
09/28/2020
Distillation of Weighted Automata from Recurrent Neural Networks using a Spectral Approach
This paper is an attempt to bridge the gap between deep learning and gra...
research
∙
08/08/2020
An AI-powered blood test to detect cancer using nanoDSF
We describe a novel cancer diagnostic method based on plasma denaturatio...
research
∙
07/02/2020
Partial Trace Regression and Low-Rank Kraus Decomposition
The trace regression model, a direct extension of the well-studied linea...
research
∙
04/01/2020
Mapping individual differences in cortical architecture using multi-view representation learning
In neuroscience, understanding inter-individual differences has recently...
research
∙
11/29/2019
Deep Networks with Adaptive Nyström Approximation
Recent work has focused on combining kernel methods and deep learning to...
research
∙
10/12/2018
Explaining Black Boxes on Sequential Data using Weighted Automata
Understanding how a learned black box works is of crucial interest for t...
research
∙
02/02/2018
Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos
Explainability and interpretability are two critical aspects of decision...
research
∙
04/30/2014
Majority Vote of Diverse Classifiers for Late Fusion
In the past few years, a lot of attention has been devoted to multimedia...
research
∙
07/04/2012