Robustness of Explanation Methods for NLP Models

Autor: Atmakuri, Shriya, Chheda, Tejas, Kandula, Dinesh, Yadav, Nishant, Lee, Taesung, Tuinhof, Hessel

Explanation methods have emerged as an important tool to highlight the features responsible for the predictions of neural networks. There is mounting evidence that many explanation methods are rather unreliable and susceptible to malicious manipulati

Externí odkaz: http://arxiv.org/abs/2206.12284

The Human Pathogen Mycobacterium tuberculosis and the Fish Pathogen Mycobacterium marinum Trigger a Core Set of Late Innate Immune Response Genes in Zebrafish Larvae

Autor: Ron P. Dirks, Anita Ordas, Susanne Jong-Raadsen, Sebastiaan A. Brittijn, Mariëlle C. Haks, Christiaan V. Henkel, Katarina Oravcova, Peter I. Racz, Nynke Tuinhof-Koelma, Malgorzata I. Korzeniowska nee Wiweger, Stephen H. Gillespie, Annemarie H. Meijer, Tom H. M. Ottenhoff, Hans J. Jansen, Herman P. Spaink

Publikováno v: Biology, Vol 13, Iss 9, p 688 (2024)

Zebrafish is a natural host of various Mycobacterium species and a surrogate model organism for tuberculosis research. Mycobacterium marinum is evolutionarily one of the closest non-tuberculous species related to M. tuberculosis and shares the majori

Externí odkaz: https://doaj.org/article/012fc30884164128a2ce1e147383f949

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Image Based Fashion Product Recommendation with Deep Learning

Autor: Tuinhof, Hessel, Pirker, Clemens, Haltmeier, Markus

Publikováno v: LOD: International Conference on Machine Learning, Optimization, and Data Science Machine Learning, Optimization, and Data Science 4th International Conference, LOD 2018, Volterra, Italy, September 13-16, 2018, Revised Selected Papers

We develop a two-stage deep learning framework that recommends fashion images based on other input images of similar style. For that purpose, a neural network classifier is used as a data-driven, visually-aware feature extractor. The latter then serv

Externí odkaz: http://arxiv.org/abs/1805.08694

The Human Pathogen Mycobacterium tuberculosis and the Fish Pathogen Mycobacterium marinum Trigger a Core Set of Late Innate Immune Response Genes in Zebrafish Larvae.

Autor: Dirks, Ron P., Ordas, Anita, Jong-Raadsen, Susanne, Brittijn, Sebastiaan A., Haks, Mariëlle C., Henkel, Christiaan V., Oravcova, Katarina, Racz, Peter I., Tuinhof-Koelma, Nynke, Korzeniowska nee Wiweger, Malgorzata I., Gillespie, Stephen H., Meijer, Annemarie H., Ottenhoff, Tom H. M., Jansen, Hans J., Spaink, Herman P.

Publikováno v: Biology (2079-7737); Sep2024, Vol. 13 Issue 9, p688, 20p