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33
research
∙ 06/27/2022

Guillotine Regularization: Improving Deep Networks Generalization by Removing their Head

One unexpected technique that emerged in recent years consists in traini...
Florian Bordes, et al. ∙
11
research
∙ 06/28/2022

DayDreamer: World Models for Physical Robot Learning

To solve tasks in complex environments, robots need to learn from experi...
Philipp Wu, et al. ∙
257
research
∙ 06/20/2022

Visualizing and Understanding Self-Supervised Vision Learning

Self-Supervised vision learning has revolutionized deep learning, becomi...
Fawaz Sammani, et al. ∙
27
research
∙ 06/27/2022

Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction

The unparalleled ability of machine learning algorithms to learn pattern...
José Pombal, et al. ∙
8
research
∙ 06/28/2022

The NLP Sandbox: an efficient model-to-data system to enable federated and unbiased evaluation of clinical NLP models

Objective The evaluation of natural language processing (NLP) models for...
Yao Yan, et al. ∙
23
research
∙ 06/27/2022

Analyzing Encoded Concepts in Transformer Language Models

We propose a novel framework ConceptX, to analyze how latent concepts ar...
Hassan Sajjad, et al. ∙

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