CB
Christian Bergler
cs.LGeess.SPcs.AIeess.AScs.SDcs.SYeess.SYCOVID-19cs.CVDeep Learning
On Valency
published · living versionsW_3tcc6kth·v2 · currentpublished
Parameter-Efficient Adaptation of Time Series Foundation Models for Electrical Load Forecasting
with Aliullah, Julian Oelhaf, Edouard Fouché, Jessica Deuschel +2
2 versions
W_ppw3knnv·v1published
Preprints & journals
24 papers in the corpus · 2019–2026Parameter-Efficient Adaptation of Time Series Foundation Models for Electrical Load Forecasting2610.28200v2 · Aliullah, Julian Oelhaf, Edouard Fouch'e et al.2026 · 0 citationsarXivon Valency
Characterizing Cross-Relay Generalization Failure in Machine Learning-Based Power System Protection2610.28348v1 · Nithin Pradeep Nadayil Kizhakkethil, Julian Oelhaf, Christian Bergler et al.2026 · 0 citationsarXivon Valency
EvEMTBench: An Open Benchmark for Machine Learning in Power System Protection2609.28149v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Offline Reinforcement Learning for Distribution-Grid Protection2609.24703v1 · Julian Oelhaf, Alexander Luce, Christian Bergler et al.2026 · 0 citationsarXiv
Peak-Aware Short-Term Load Forecasting Across Distribution Grid Aggregation Levels2609.18588v1 · Souhardya Chattopadhyay, Julian Oelhaf, Antonia Schoening et al.2026 · 0 citationsarXiv
A simulation based dataset of faults and events for machine learning in power systems2608.19777v1 · Georg Kordowich, Jonathan Loebel, Julian Oelhaf et al.2026 · 0 citationsarXiv
A Standardized Framework for Machine Learning in Power System Protection2608.20181v1 · Julian Oelhaf, Georg Kordowich, Paula Andrea P'erez-Toro et al.2026 · 0 citationsInternational Journal of Electrical Power & Energy Systems, Volume 181, 2026, 112169
DSCH-Loss: A Dynamic Semantic Channel Objective for Deep Semantic Hashing2607.24567v1 · Tobias J. Bauer, Christian Riess, Daniel Loebenberger et al.2026 · 0 citationsarXiv
PROTECT-90: A Fault Dataset for Power System Protection2606.24298v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Fault Inception Detection in Real-World Disturbance Data for Power System Protection2606.23111v1 · Julian Oelhaf, Mehran Pashaei, Paula Andrea Perez-Toro et al.2026 · 0 citationsarXiv
Leveraging Co-Occurrence to Improve Deep Learning Photo-Identification in Social Animals.42023405 · Barnhill, Alexander, Towers, Jared R, Sutton, Gary J et al.2026 · 0 citationsEcology and evolution. 2026;16(4):e73552
Robustness Evaluation of Machine Learning Models for Fault Classification and Localization In Power System Protection2512.15385v1 · Julian Oelhaf, Mehran Pashaei, Georg Kordowich et al.2025 · 1 citation20th International Conference on Developments in Power System Protection (DPSP Global 2026)
Controlled Comparison of Machine Learning Models for Fault Classification and Localization in Power System Protection2510.00831v2 · Julian Oelhaf, Georg Kordowich, Changhun Kim et al.2025 · 0 citationsarXiv
A Scoping Review of Machine Learning Applications in Power System Protection and Disturbance Management2509.09053v1 · Julian Oelhaf, Georg Kordowich, Mehran Pashaei et al.2025 · 28 citationsarXiv
ORCA-SPY enables killer whale sound source simulation, detection, classification and localization using an integrated deep learning-based segmentation.37429871 · Hauer, Christopher, Nöth, Elmar, Barnhill, Alexander et al.2023 · 7 citationsScientific reports. 2023;13(1):11106
A summary of the ComParE COVID-19 challenges.36969956 · Coppock, Harry, Akman, Alican, Bergler, Christian et al.2024 · 16 citationsFrontiers in digital health. 2023;5:1058163
ANIMAL-SPOT enables animal-independent signal detection and classification using deep learning.36535999 · Bergler, Christian, Smeele, Simeon Q, Tyndel, Stephen A et al.2022 · 45 citationsScientific reports. 2022;12(1):21966
The ACM Multimedia 2022 Computational Paralinguistics Challenge: Vocalisations, Stuttering, Activity, & Mosquitoes2205.06799v1 · Bjorn W. Schuller, Anton Batliner, Shahin Amiriparian et al.2022 · 27 citationsarXiv
FIN-PRINT a fully-automated multi-stage deep-learning-based framework for the individual recognition of killer whales.34873193 · Bergler, Christian, Gebhard, Alexander, Towers, Jared R et al.2022 · 23 citationsScientific reports. 2021;11(1):23480
Face mask recognition from audio: The MASC database and an overview on the mask challenge.34629550 · Mohamed, Mostafa M, Nessiem, Mina A, Batliner, Anton et al.2021 · 29 citationsPattern recognition. 2022;122:108361
InSE-NET: A Perceptually Coded Audio Quality Model based on CNN2108.13087v1 · Guanxin Jiang, Arijit Biswas, Christian Bergler et al.2021 · 3 citationsarXiv
EXACT: a collaboration toolset for algorithm-aided annotation of images with annotation version control.33623058 · Marzahl, Christian, Aubreville, Marc, Bertram, Christof A et al.2021 · 43 citationsScientific reports. 2021;11(1):4343
ORCA-SPOT: An Automatic Killer Whale Sound Detection Toolkit Using Deep Learning.31358873 · Bergler, Christian, Schröter, Hendrik, Cheng, Rachael Xi et al.2020 · 128 citationsScientific reports. 2019;9(1):10997
Analysis by Adversarial Synthesis -- A Novel Approach for Speech Vocoding1907.00772v1 · Ahmed Mustafa, Arijit Biswas, Christian Bergler et al.2019 · 4 citationsarXiv
Career total: 60 works. 24 are in this corpus.
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