Timeline
- 2026
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Minimax Lower Bounds of Kernel Discrepancy Estimation: MMD, HSIC, KSD
Preprint
Cite
@TECHREPORT{cribeiro26kernel, AUTHOR = {Jose Cribeiro-Ramallo and Florian Kalinke and Zolt{\'a}n Szab{\'o}}, TITLE = {Minimax Lower Bounds of Kernel Discrepancy Estimation: {MMD}, {HSIC}, {KSD}}, YEAR = {2026}, note = {(\url{https://arxiv.org/abs/2607.24235})}, } -
The Minimax Lower Bound of Kernel Stein Discrepancy Estimation
AISTATS 2026
Keywords: KSD, minimax lower bound, unbounded kernels.
Cite
@INPROCEEDINGS{cribeiro26minimax, AUTHOR = {Jose Cribeiro-Ramallo and Agnideep Aich and Florian Kalinke and Ashit Baran Aich and Zolt{\'a}n Szab{\'o}}, TITLE = {The Minimax Lower Bound of Kernel {S}tein Discrepancy Estimation}, BOOKTITLE = {International Conference on Artificial Intelligence and Statistics (AISTATS)}, YEAR = {2026}, pages = {901--909}, } - 2025
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Adversarial Subspace Generation for Outlier Detection in High-Dimensional Data
Transactions on Machine Learning Research (TMLR) 2025
Cite
@ARTICLE{cribeiro25adversarial, AUTHOR = {Jose Cribeiro-Ramallo and Federico Matteucci and Paul Enciu and Alexander Jenke and Vadim Arzamasov and Thorsten Strufe and Klemens B{\"o}hm}, TITLE = {Adversarial Subspace Generation for Outlier Detection in High-Dimensional Data}, JOURNAL = {Transactions on Machine Learning Research}, YEAR = {2025}, } - 2024
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Efficient Generation of Hidden Outliers for Improved Outlier Detection
ACM Transactions on Knowledge Discovery from Data (TKDD), 18(9)
Cite
@ARTICLE{cribeiro24hidden, AUTHOR = {Jose Cribeiro-Ramallo and Vadim Arzamasov and Klemens B{\"o}hm}, TITLE = {Efficient Generation of Hidden Outliers for Improved Outlier Detection}, JOURNAL = {ACM Transactions on Knowledge Discovery from Data}, YEAR = {2024}, volume = {18}, number = {9}, pages = {1--21}, } -
Generative Subspace Adversarial Active Learning for Outlier Detection in Multiple Views of High-dimensional Data
Preprint
Cite
@TECHREPORT{cribeiro24gsaal, AUTHOR = {Jose Cribeiro-Ramallo and Vadim Arzamasov and Federico Matteucci and Denis Wambold and Klemens B{\"o}hm}, TITLE = {Generative Subspace Adversarial Active Learning for Outlier Detection in Multiple Views of High-dimensional Data}, YEAR = {2024}, note = {(\url{https://arxiv.org/abs/2404.14451})}, } - 2022