Search Results for author: Duc Anh Nguyen

Found 4 papers, 2 papers with code

Memorization-Dilation: Modeling Neural Collapse Under Label Noise

1 code implementation11 Jun 2022 Duc Anh Nguyen, Ron Levie, Julian Lienen, Gitta Kutyniok, Eyke Hüllermeier

The notion of neural collapse refers to several emergent phenomena that have been empirically observed across various canonical classification problems.

Memorization

Central-Smoothing Hypergraph Neural Networks for Predicting Drug-Drug Interactions

no code implementations15 Dec 2021 Duc Anh Nguyen, Canh Hao Nguyen, Hiroshi Mamitsuka

This problem can be formulated as predicting labels (i. e. side effects) for each pair of nodes in a DDI graph, of which nodes are drugs and edges are interacting drugs with known labels.

A Rate-Distortion Framework for Explaining Black-box Model Decisions

no code implementations12 Oct 2021 Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok

We present the Rate-Distortion Explanation (RDE) framework, a mathematically well-founded method for explaining black-box model decisions.

Physical Simulations

Cartoon Explanations of Image Classifiers

1 code implementation7 Oct 2021 Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok

We present CartoonX (Cartoon Explanation), a novel model-agnostic explanation method tailored towards image classifiers and based on the rate-distortion explanation (RDE) framework.

Cannot find the paper you are looking for? You can Submit a new open access paper.