BP
Bernhard Pfahringer
cs.LGstat.MLcs.AIcs.CVcs.CLtransfer learningaerial photograhyAlgorithmsArtificial Intelligencecamera traps
On Valency
published · living versionsW_tctyerpk·v1 · currentpublished
Preprints & journals
48 papers in the corpus · 1988–2026Rethinking Tabular Foundation Models On Data Streams2610.05352v1 · Nilesh Verma, Daniel Nowak-Assis, Afonso Lourenco et al.2026 · 0 citationsarXiv
TuiML: Machine Learning for AI Agents2609.17984v1 · Nilesh Verma, Nick Lim, Albert Bifet et al.2026 · 0 citationsarXiv
Rashomon Alignment2607.25680v1 · Mois'es Santos, Peter van der Putten, Bernhard Pfahringer et al.2026 · 0 citationsarXiv
Geometric Coastline Localization using Vision-Language Models2606.10468v2 · Rafia Malik, Bernhard Pfahringer, Karin Bryan et al.2026 · 0 citationsarXiv
A Framework for Evaluating and Benchmarking Concept Drift Detection Methods2606.07789v1 · Vitor Cerqueira, Heitor Murilo Gomes, Marco Heyden et al.2026 · 0 citationsarXiv
Policy Gradient with Adaptive Entropy Annealing for Continual Fine-Tuning2602.14078v1 · Yaqian Zhang, Bernhard Pfahringer, Eibe Frank et al.2026 · 0 citationsarXiv
Fake News Classification in Urdu: A Domain Adaptation Approach for a Low-Resource Language2512.22778v1 · Muhammad Zain Ali, Bernhard Pfahringer, Tony Smith2025 · 0 citationsarXiv
ARES: Anomaly Recognition Model For Edge Streams2511.22078v2 · Simone Mungari, Albert Bifet, Giuseppe Manco et al.2025 · 0 citationsarXiv
Detecting Domain Shifts in Myoelectric Activations: Challenges and Opportunities in Stream Learning2508.21278v1 · Yibin Sun, Nick Lim, Guilherme Weigert Cassales et al.2025 · 1 citationarXiv
Automatic species identification from images for Aotearoa.40756838 · Wang, Hongyu, Schlumbom, Paul, Frank, Eibe et al.2025 · 1 citationJournal of the Royal Society of New Zealand. 2025;55(6):2216-2232
Online Isolation Forest2505.09593v1 · Filippo Leveni, Guilherme Weigert Cassales, Bernhard Pfahringer et al.2025 · 0 citationsarXiv
Evaluation for Regression Analyses on Evolving Data Streams2502.07213v2 · Yibin Sun, Heitor Murilo Gomes, Bernhard Pfahringer et al.2025 · 0 citationsarXiv
CapyMOA: Efficient Machine Learning for Data Streams and Online Continual Learning in Python2502.07432v2 · Heitor Murilo Gomes, Anton Lee, Nuwan Gunasekara et al.2025 · 0 citationsarXiv
Quantum Re-Uploading for Calorimetry: Optimized Architectures with Extended Expressivity2412.12397v2 · L'ea Cass'e, Bernhard Pfahringer, Albert Bifet et al.2024 · 0 citationsarXiv
Detection of Human and Machine-Authored Fake News in Urdu2410.19517v1 · Muhammad Zain Ali, Yuxia Wang, Bernhard Pfahringer et al.2024 · 2 citationsarXiv
Real-Time Energy Pricing in New Zealand: An Evolving Stream Analysis2408.16187v1 · Yibin Sun, Heitor Murilo Gomes, Bernhard Pfahringer et al.2024 · 3 citationsarXiv
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning2310.20052v1 · Anton Lee, Yaqian Zhang, Heitor Murilo Gomes et al.2023 · 5 citationsProceedings of the 32nd ACM international conference on information and knowledge management, CIKM 2023, birmingham, united kingdom, october 21-25, 2023
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal2209.13917v2 · Yaqian Zhang, Bernhard Pfahringer, Eibe Frank et al.2022 · 20 citationsarXiv
Showcasing the TAIAO project: providing resources for machine learning from images of New Zealand's natural environment.39439992 · Lim, Nick, Bifet, Albert, Bull, Daniel et al.2024 · 2 citationsJournal of the Royal Society of New Zealand. 2023;53(1):69-81
Feature Extractor Stacking for Cross-domain Few-shot Learning2205.05831v4 · Hongyu Wang, Eibe Frank, Bernhard Pfahringer et al.2022 · 3 citationsarXiv
Experiments in cross-domain few-shot learning for image classification.39439997 · Wang, Hongyu, Gouk, Henry, Fraser, Huon et al.2026 · 5 citationsJournal of the Royal Society of New Zealand. 2023;53(1):169-191
Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing2201.06205v1 · Guilherme Cassales, Heitor Gomes, Albert Bifet et al.2022 · 10 citationsarXiv
Improving the performance of bagging ensembles for data streams through mini-batching2112.09834v1 · Guilherme Cassales, Heitor Gomes, Albert Bifet et al.2021 · 17 citationsInformation Sciences, Volume 580, 2021, Pages 260-282
Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers for Long Medical Documents2112.01718v1 · Vithya Yogarajan, Bernhard Pfahringer, Tony Smith et al.2021 · 2 citationsarXiv
Predicting COVID-19 Patient Shielding: A Comprehensive Study2110.00183v1 · Vithya Yogarajan, Jacob Montiel, Tony Smith et al.2021 · 1 citationThe 2021 Australasian Joint Conference on Artificial Intelligence (AJCAI 2021)
Better Self-training for Image Classification through Self-supervision2109.00778v2 · Attaullah Sahito, Eibe Frank, Bernhard Pfahringer2021 · 5 citationsarXiv
Semi-Supervised Learning using Siamese Networks2109.00794v2 · Attaullah Sahito, Eibe Frank, Bernhard Pfahringer2021 · 10 citationsIn AI 2019: Advances in Artificial Intelligence. AI 2019 . Lecture Notes in Computer Science, vol 11919. Springer, Cham
PolyLM: Learning about Polysemy through Language Modeling2101.10448v1 · Alan Ansell, Felipe Bravo-Marquez, Bernhard Pfahringer2021 · 11 citationsarXiv
Machine Learning (In) Security: A Stream of Problems2010.16045v2 · Fabr'icio Ceschin, Marcus Botacin, Albert Bifet et al.2020 · 47 citationsDigital Threats 2023
Adaptive XGBoost for Evolving Data Streams2005.07353v1 · Jacob Montiel, Rory Mitchell, Eibe Frank et al.2020 · 62 citationsarXiv
Seeing The Whole Patient: Using Multi-Label Medical Text Classification Techniques to Enhance Predictions of Medical Codes2004.00430v1 · Vithya Yogarajan, Jacob Montiel, Tony Smith et al.2020 · 4 citationsarXiv
Classifier Chains: A Review and Perspectives1912.13405v2 · Jesse Read, Bernhard Pfahringer, Geoff Holmes et al.2019 · 129 citationsJournal of Artificial Intelligence Research 70 (2021) 683-718
Automatic end-to-end De-identification: Is high accuracy the only metric?1901.10583v1 · Vithya Yogarajan, Bernhard Pfahringer, Michael Mayo2019 · 24 citationsApplied Artificial Intelligence, 2020
Stochastic Gradient Trees1901.07777v3 · Henry Gouk, Bernhard Pfahringer, Eibe Frank2019 · 9 citationsarXiv
Privacy protection for health information research in New Zealand district health boards.30408815 · Yogarajan, Vithya, Mayo, Michael, Pfahringer, Bernhard2019 · 4 citationsThe New Zealand medical journal. 2018;131(1485):19-26
A survey of automatic de-identification of longitudinal clinical narratives1810.06765v1 · Vithya Yogarajan, Michael Mayo, Bernhard Pfahringer2018 · 12 citationsarXiv
Ensembles of Nested Dichotomies with Multiple Subset Evaluation1809.02740v2 · Tim Leathart, Eibe Frank, Bernhard Pfahringer et al.2018 · 8 citationsarXiv
On the Calibration of Nested Dichotomies for Large Multiclass Tasks1809.02744v3 · Tim Leathart, Eibe Frank, Bernhard Pfahringer et al.2018 · 0 citationsarXiv
Probability Calibration Trees1808.00111v2 · Tim Leathart, Eibe Frank, Geoffrey Holmes et al.2018 · 21 citationsLeathart, T., Frank, E., Holmes, G., & Pfahringer, B. (2017). Probability calibration trees. In Proceedings of the 9th Asian Conference on Machine Learning (pp. 145-160)
MaxGain: Regularisation of Neural Networks by Constraining Activation Magnitudes1804.05965v2 · Henry Gouk, Bernhard Pfahringer, Eibe Frank et al.2018 · 4 citationsarXiv
Regularisation of Neural Networks by Enforcing Lipschitz Continuity1804.04368v3 · Henry Gouk, Eibe Frank, Bernhard Pfahringer et al.2018 · 148 citationsarXiv
Building Ensembles of Adaptive Nested Dichotomies with Random-Pair Selection1604.01854v2 · Tim Leathart, Bernhard Pfahringer, Eibe Frank2016 · 19 citationsarXiv
Fast Metric Learning For Deep Neural Networks1511.06442v5 · Henry Gouk, Bernhard Pfahringer, Michael Cree2015 · 1 citationarXiv
Active learning with drifting streaming data.24806642 · Zliobaite, Indre, Bifet, Albert, Pfahringer, Bernhard et al.2015 · 388 citationsIEEE transactions on neural networks and learning systems. 2014;25(1):27-39
Locally Weighted Naive Bayes1212.2487v1 · Eibe Frank, Mark Hall, Bernhard Pfahringer2012 · 295 citationsarXiv
Data quality in predictive toxicology: reproducibility of rodent carcinogenicity experiments.11401763 · Gottmann, E, Kramer, S, Pfahringer, B et al.2001 · 127 citationsEnvironmental health perspectives. 2001;109(5):509-14
Data quality in predictive toxicology: identification of chemical structures and calculation of chemical properties.11102292 · Helma, C, Kramer, S, Pfahringer, B et al.2001 · 24 citationsEnvironmental health perspectives. 2000;108(11):1029-33
Evaluating antiarrhythmic strategies: a knowledge-based system for exploring clinical data.2463596 · Porenta, G, Binder, T, Pfahringer, B et al.1989 · 1 citationPacing and clinical electrophysiology : PACE. 1988;11(11 Pt 2):2110-3
Career total: 373 works. 48 are in this corpus.
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