Search Results for author: João Machado de Freitas

Found 2 papers, 1 papers with code

FUNCK: Information Funnels and Bottlenecks for Invariant Representation Learning

no code implementations2 Nov 2022 João Machado de Freitas, Bernhard C. Geiger

Learning invariant representations that remain useful for a downstream task is still a key challenge in machine learning.

Representation Learning Variational Inference

Compressed Hierarchical Representations for Multi-Task Learning and Task Clustering

1 code implementation31 May 2022 João Machado de Freitas, Sebastian Berg, Bernhard C. Geiger, Manfred Mücke

In this paper, we frame homogeneous-feature multi-task learning (MTL) as a hierarchical representation learning problem, with one task-agnostic and multiple task-specific latent representations.

Clustering Multi-Task Learning +1

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