Items where Research Area is "Data Mining and Machine Learning" and Year is 2025

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Number of items: 56.

  • Ultrametric Cluster Hierarchies: I Want 'em All!
    Andrew, Draganov and Pascal, Weber and Rasmus, Jørgensen and Anna, Beer and Claudia, Plant and Ira, Assent In: The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025) , 02.12.2025-07.12.2025 , San Diego (2025)

  • Advancing Anomaly Detection: Non-Semantic Financial Data Encoding With Large Language Models
    Bakumenko, Alexander and Hlavackova-Schindler, Katerina and Plant, Claudia and Hubig, Nina ISSN 2169-3536 IEEE Xplore (2025)

  • Advancing Anomaly Detection: Non-Semantic Financial Data Encoding With Large Language Models.
    Bakumenko, Alexander and Hlavackova-Schindler, Katerina and Plant, Claudia and Hubig, Nina C. IEEE Access, 13. pp. 146757-146771 ISSN 2169-3536 IEEE (2025)

  • Maximally Expressive GNNs for Outerplanar Graphs
    Bause, Franka and Jogl, Fabian and Indri, Patrick and Drucks, Tamara and Penz, David and Kriege, Nils M. and Gärtner, Thomas and Welke, Pascal and Thiessen, Maximilian ISSN 2835-8856 TMLR (2025)

  • DISCO: Internal Evaluation of Density-Based Clustering
    Beer, Anna and Krieger, Lena and Weber, Pascal and Ritzert, Martin and Assent, Ira and Plant, Claudia CoRR, abs/25. ISSN 2331-8422 (2025)

  • Parameter Selection for DBSCAN: Insights from Persistent Homology
    Beer, Anna and Kuznetsova, Ekaterina and Plant, Claudia In: 28th European Conference on Artificial Intelligence (2025) , 25-30 October 2025 , Bologna, Italy (2025)

  • Do language models accommodate their users? A study of linguistic convergence
    Blevins, Terra and Schmalwieser, Susanne and Roth, Benjamin Working Paper. UNSPECIFIED (Submitted) (2025)

  • Semantic-Pragmatic Adaptation to Variable Use of Temporal Expressions
    Cao, Yuxin and Schuster, Sebastian In: Annual Meeting of the Cognitive Science Society, Volume 47 , 30 Jul - 02 Aug 2025 , San Francisco, USA (2025)

  • ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks.
    Chen, Zhaoliang and Wu, Zhihao and Sadikaj, Ylli and Plant, Claudia and Dai, Hong-Ning and Wang, Shiping and Cheung, Yiu-Ming and Guo, Wenzhong IEEE Trans. Knowl. Data Eng., 37 (9). pp. 4948-4961 ISSN 1041-4347 (2025)

  • I Want 'Em All (At Once) - Ultrametric Cluster Hierarchies
    Draganov, Andrew and Weber, Pascal and Skibdahl, Rasmus and Beer, Anna and Plant, Claudia and Assent, Ira CoRR, abs/25. ISSN 2331-8422 (2025)

  • DMDHC: Discovery of Multi-Density Hierarchical Cluster Structures.
    Durani, Walid and Mautz, Dominik and Plant, Claudia and Böhm, Christian In: SIAM International Conference on Data Mining (SDM25) , 1-3 May , Alexandria Virginia, USA (2025)

  • Weakly Supervised Anomaly Detection via Dual-Tailed Kernel.
    Durani, Walid and Nitzl, Tobias and Plant, Claudia and Böhm, Christian In: ICLR 2025 , 24-28 Apr 2025 , Singapore (2025)

  • RExBench: Can coding agents autonomously implement AI research extensions?
    Edwards, Nicholas and Lee, Yukyung and Mao, Yujun Audrey and Qin, Yulu and Schuster, Sebastian and Kim, Najoung Working Paper. UNSPECIFIED (Submitted) (2025)

  • Bootstrap Deep Spectral Clustering with Optimal Transport
    Guo, Wengang and Ye, Wei and Chen, Chunchun and Sun, Xin and Böhm, Christian and Plant, Claudia and Rahardja, Susanto IEEE Transactions on Multimedia. ISSN 1520-9210 IEEE (2025)

  • Identifying Causal Direction via Dense Functional Classes
    Hlavackova-Schindler, Katerina and Marsela, Suzana CoRR, abs/25. ISSN 2331-8422 (2025)

  • Cause or Trigger? From Philosophy to Causal Modeling
    Hlavackova-Schindler, Katerina and Wöß, Rainer and Pecorino, Vera and Schindler, Philip Working Paper. UNSPECIFIED (2025)

  • LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference
    Hong, Pingjun and Chen, Beiduo and Peng, Siyao and de Marneffe, Marie-Catherine and Plank, Barbara In: 2025 Conference on Empirical Methods in Natural Language Processing , November 4th to November 9th, 2025 , Suzhou, China (2025)

  • Going Offline: An Evaluation of the Offline Phase in Stream Clustering
    Jahn, Philipp and Durani, Walid and Leiber, Collin and Beer, Anna and Seidl, Thomas In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases 2025 , 15-19 September , Porto (2025)

  • A Dataset for Expert Reviewer Recommendation with Large Language Models as Zero-shot Rankers
    Karan, Vanja M. and McQuistin, Stephen and Yanagida, Ryo and Perkins, Colin and Tyson, Gareth and Castro, Ignacio and Healey, Patrick G. T. and Purver, Matthew In: Proceedings of the 31st International Conference on Computational Linguistics, COLING 2025, Abu Dhabi, UAE, January 19-24, 2025 , 19-24 Jan 2025 , Abu Dhabi, United Arab Emirates (2025)

  • Start Using Justifications When Explaining AI Systems to Decision Subjects
    Kolářová, Klára and Schmude, Timothée In: Digital Humanism , 20.-21.11.2025 , Vienna (2025)

  • Motif Discovery Framework for Psychiatric EEG Data Classification
    Kraljevska, Melanija and Hlavackova-Schindler, Katerina and Miklautz, Lukas and Plant, Claudia CoRR, abs/25. ISSN 2331-8422 (2025)

  • Motif Discovery Framework for Psychiatric EEG Data Classification
    Kraljevska, Melanija and Hlavackova-Schindler, Katerina and Miklautz, Lukas and Plant, Claudia Working Paper. arXiv:2501.04441 (2025)

  • Chemical Similarity and Substructure Searches
    Kriege, Nils M. and Seidel, Thomas and Humbeck, Lina and Lessel, Uta In: Encyclopedia of Bioinformatics and Computational Biology. Elsevier Inc., pp. 707-719 ISBN 978-0-323-95503-4 (2025)

  • FairDen: Fair Density-Based Clustering
    Krieger, Lena and Beer, Anna and Matthews, Pernille and Thiesson, Anneka Myrup and Assent, Ira In: The Thirteenth International Conference on Learning Representations, ICLR 2025, Singapore, April 24-28, 2025 , 24-28 Apr 2025 , Singapore (2025)

  • On the Relationship Between Robustness and Expressivity of Graph Neural Networks
    Kummer, Lorenz and Gansterer, Wilfried and Kriege, Nils M. In: The 28th International Conference on Artificial Intelligence and Statistics (AISTATS) , 03.05.-05.05.2025 , Mai Khao, Thailand (2025)

  • Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win
    Kummer, Lorenz and Moustafa, Samir and Ehrlich, Anatol and Bause, Franka and Suess, Nikolaus and Gansterer, Wilfried and Kriege, Nils M. In: 42nd International Conference on Machine Learning (ICML 2025) , July 13th - July 19th, 2025 , Vancouver Convention Center, Canada (2025)

  • Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks
    Kummer, Lorenz and Moustafa, Samir and Gansterer, Wilfried and Kriege, Nils M. In: The 39th Annual AAAI Conference on Artificial Intelligence , 25.02.-04.03.2025 , Philadelphia, USA (2025)

  • An Introductory Survey to Autoencoder-based Deep Clustering - Sandboxes for Combining Clustering with Deep Learning
    Leiber, Collin and Miklautz, Lukas and Plant, Claudia and Böhm, Christian CoRR, abs/25. ISSN 2331-8422 (2025)

  • Scalable Graph Classification via Random Walk Fingerprints (Extended Abstract)
    Li, Peiyan and Wang, Honglian and Böhm, Christian In: IJCAI , 16-22 Aug , Monteal, Canada (2025)

  • Helpful assistant or fruitful facilitator? Investigating how personas affect language model behavior
    Luz de Araujo, Pedro Henrique and Roth, Benjamin PLOS ONE, 20 (6). pp. 1-31 ISSN 1932-6203 Public Library of Science (2025)

  • Principled Personas: Defining and Measuring the Intended Effects of Persona Prompting on Task Performance
    Luz de Araujo, Pedro Henrique and Röttger, Paul and Hovy, Dirk and Roth, Benjamin In: 2025 Conference on Empirical Methods in Natural Language Processing , November 4th to November 9th, 2025 , Suzhou, China (2025)

  • Prompt Optimization Across Multiple Agents for Representing Diverse Human Populations
    Manh Hung, Nguyen and Sebastian, Tschiatschek and Adish, Singla arXiv (2025)

  • Synthesizing High-Quality Programming Tasks with LLM-Based Expert and Student Agents
    Manh Hung, Nguyen and Sebastian, Tschiatschek and Victor-Alexandru, Pădurean and Alkis, Gotovos and Adish, Singla In: International Conference on Artificial Intelligence in Education, 2025 , 22-26 July 2025 , Palermo, Italy (2025)

  • Rule-Guided Reinforcement Learning Policy Evaluation and Improvement
    Martin, Tappler and Sebastian, Tschiatschek and Ignacio D., Lopez-Miguel and Ezio, Bartocci In: IJCAI , 16-22 Aug , Monteal, Canada (2025)

  • Breaking the Reclustering Barrier in Centroid-based Deep Clustering
    Miklautz, Lukas and Klein, Timo and Sidak, Kevin and Leiber, Collin and Lang, Thomas and Shkabrii, Andrii and Tschiatschek, Sebastian and Plant, Claudia In: The Thirteenth International Conference on Learning Representations, ICLR 2025, Singapore, April 24-28, 2025 , 24-28 Apr 2025 , Singapore (2025)

  • H-SPLID: HSIC-based Saliency Preserving Latent Information Decomposition
    Miklautz, Lukas and Shi, Chengzhi and Shkabrii, Andrii and Davarakis, Theodoros-Thirimachos and Lam, Prudence and Plant, Claudia and Dy, Jennifer and Ioannidis, Stratis In: The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025) , 02.12.2025-07.12.2025 , San Diego (2025)

  • H-SPLID: HSIC-based Saliency Preserving Latent Information Decomposition.
    Miklautz, Lukas and Shi, Chengzhi and Shkabrii, Andrii and Davarakis, Theodoros-Thirimachos and Lam, Prudence and Plant, Claudia and Dy, Jennifer G. and Ioannidis, Stratis ISSN 2331-8422 (2025)

  • Efficient Mixed Precision Quantization in Graph Neural Networks
    Moustafa, Samir and Kriege, Nils M. and Gansterer, Wilfried In: 41st IEEE International Conference on Data Engineering , May 19 – 23, 2025 , Hong Kong SAR, China (2025)

  • Visualization and Analysis of the Loss Landscape in Graph Neural Networks
    Moustafa, Samir and Kummer, Lorenz and Fetzel, Simon and Kriege, Nils M. and Gansterer, Wilfried In: 34th International Conference on Artificial Neural Networks (ICANN 2025) , September 9 to September 12, 2025 , Campus of Vytautas Magnus University and Lithuanian University of Health Sciences, Kaunas, Lithuania (2025)

  • Multiscale Granger dependencies in the precipitation network of the island of Sicily
    Pecorino, Vera and Pluchino, Alessandro and Rapisarda, Andrea and Hlavackova-Schindler, Katerina Frontiers in Physics, 13. ISSN 2296-424X (2025)

  • Multiscale Granger dependencies in the precipitation network of the island of Sicily
    Pecorino, Vera and Pluchino, Allesandro and Rapisarda, Andrea and Hlavackova-Schindler, Katerina ISSN 2296-424X frontiersin.org (2025)

  • MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning
    Sadikaj, Ylli and Zhou, Hongkuan and Halilaj, Lavdim and Schmid, Stefan and Staab, Steffen and Plant, Claudia In: IEEE/CVF International Conference on Computer Vision (ICCV) 2025 , October 19-October 23, 2025 , Honolulu, Hawaii, USA (2025)

  • Explainability and Contestability for the Responsible Use of Public Sector AI
    Schmude, Timothée In: CHI EA '25: Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems , April 2025 , Yokohama, Japan (2025)

  • Information that matters: Exploring information needs of people affected by algorithmic decisions
    Schmude, Timothée and Koesten, Laura and Möller, Torsten and Tschiatschek, Sebastian Int. J. Hum. Comput. Stud., 193. p. 103380 ISSN 1071-5819 International Journal of Human-Computer Studies (2025)

  • Influence-driven Curriculum Learning for Pre-training on Limited Data
    Schoenegger, Loris and Thoma, Lukas and Blevins, Terra and Roth, Benjamin In: The First BabyLM Workshop at the Conference on Emperical Methods in Natural Language Processing 2025 (EMNLP) , 08.11.2025 , Suzhou, China (2025)

  • Minimum Description Length and Multi-Criteria Decision Analysis in Predictive Modeling
    Silhavy, Petr and Hlavackova-Schindler, Katerina and Silhavy, Radek pp. 19388-19407 ISSN 2169-3536 IEEE Access (2025)

  • Minimum Description Length and Multi-Criteria Decision Analysis in Predictive Modeling
    Silhavy, Petr and Hlavackova-Schindler, Katerina and Silhavy, Radek IEEE Access, 13. pp. 19388-19407 ISSN 2169-3536 (2025)

  • Expressiveness of Parametrized Distributions over DAGs for Causal Discovery
    Simon, Rittel and Sebastian, Tschiatschek Transactions on Machine Learning Research (2025)

  • From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks
    Stephan, Andreas and Zhu, Dawei and Aßenmacher, Matthias and Xiaoyu, Shen and Roth, Benjamin In: the 63rd Annual Meeting of the Association for Computational Linguistics , 28.7.2025 , Vienna, Austria (2025)

  • On Constant Regret for Low-Rank MDPs
    Sturm, Alexander and Tschiatschek, Sebastian In: The Conference on Uncertainty in Artificial Intelligence (UAI) , 21.07.-25.07.2025 , Rio de Janeiro, Brazil (2025)

  • RecombiText: Compositional Data Augmentation for Enhancing LLM Pre-Training Datasets in Low-Resource Scenarios
    Tampier, Alexander and Thoma, Lukas and Schoenegger, Loris and Roth, Benjamin In: Proceedings of the First BabyLM Workshop , 08.11.2025 , Suzhou, China (2025)

  • Analyzing the Linguistic Priors of Language Models with Synthetic Languages
    Toslini, Alessio and Blevins, Terra In: Proceedings of the 7th Workshop on Research in Computational Linguistic Typology and Multilingual NLP , August 1 , Vienna, Austria (2025)

  • Influences on LLM Calibration: A Study of Response Agreement, Loss Functions, and Prompt Styles
    Xia, Yuxi and Luz de Araujo, Pedro Henrique and Zaporojets, Klim and Roth, Benjamin In: the 63rd Annual Meeting of the Association for Computational Linguistics , 28.7.2025 , Vienna, Austria (2025)

  • Exploring prompts to elicit memorization in masked language model-based named entity recognition
    Xia, Yuxi and Sedova, Anastasiia and Luz de Araujo, Pedro Henrique and Kougia, Vasiliki and Nußbaumer, Lisa and Roth, Benjamin ISSN 1932-6203 PLOS (2025)

  • Learn to pick the winner: Black-box ensembling for textual and visual question answering
    Xia, Yuxi and Zaporojets, Klim and Roth, Benjamin In: Konferenz zur Verarbeitung natürlicher Sprache 2025 , September 9th to 12th, 2025 , Hildesheim, Germany (2025)

  • Two Decades of IETF Affiliations: Evolution and Impact
    Zhang, Yangjun and McQuistin, Stephen and Karan, Vanja M. and Ramirez-Centeno, Hugo and Perkins, Colin and Tyson, Gareth and Castro, Ignacio In: Proceedings of the 2025 Applied Networking Research Workshop, ANRW 2025, Madrid, Spain, 22 July 2025 , 22 Jul 2025 , Madrid, Spanien (2025)

    • This list was generated on Fri Jan 23 05:04:41 2026 CET.
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