1 code implementation • 11 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.
no code implementations • 15 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.
no code implementations • 12 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.
1 code implementation • 7 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.