Search Results for author: Luisa M. Zintgraf

Found 5 papers, 4 papers with code

Fast Context Adaptation via Meta-Learning

1 code implementation8 Oct 2018 Luisa M. Zintgraf, Kyriacos Shiarlis, Vitaly Kurin, Katja Hofmann, Shimon Whiteson

We propose CAVIA for meta-learning, a simple extension to MAML that is less prone to meta-overfitting, easier to parallelise, and more interpretable.

General Classification Meta-Learning +3

Ordered Preference Elicitation Strategies for Supporting Multi-Objective Decision Making

1 code implementation21 Feb 2018 Luisa M. Zintgraf, Diederik M. Roijers, Sjoerd Linders, Catholijn M. Jonker, Ann Nowé

We build on previous work on Gaussian processes and pairwise comparisons for preference modelling, extend it to the multi-objective decision support scenario, and propose new ordered preference elicitation strategies based on ranking and clustering.

Clustering Decision Making +1

Visualizing Deep Neural Network Decisions: Prediction Difference Analysis

1 code implementation15 Feb 2017 Luisa M. Zintgraf, Taco S. Cohen, Tameem Adel, Max Welling

This article presents the prediction difference analysis method for visualizing the response of a deep neural network to a specific input.

Decision Making

A New Method to Visualize Deep Neural Networks

no code implementations8 Mar 2016 Luisa M. Zintgraf, Taco S. Cohen, Max Welling

We present a method for visualising the response of a deep neural network to a specific input.

Decision Making

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