Research Network Data Science

2025

Cell2Cell: Explorative Cell Interaction Analysis in Multi-Volumetric Tissue Data

Mörth, E., Sidak, K., Maliga, Z., Möller, T., Gehlenborg, N., Sorger, P., Pfister, H., Beyer, J. & Krüger, R., Jan 2025, In: IEEE Transactions on Visualization and Computer Graphics. 31, p. 569-579

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Chemical Similarity and Substructure Searches

Kriege, N. M., Seidel, T., Humbeck, L. & Lessel, U., 2025, Encyclopedia of Bioinformatics and Computational Biology (Second Edition). 2 ed. Elsevier, Vol. 3.

Publications: Contribution to book › Chapter › Peer Reviewed

Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks

Kummer, L., Moustafa, S., Gansterer, W. & Kriege, N. M., 11 Apr 2025, Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence. AAAI, p. 17990-17998 9 p. (Proceedings of the ... National Conference on Artificial Intelligence; No. 17, Vol. 39).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Open Access

Information that matters: Exploring information needs of people affected by algorithmic decisions

Schmude, T., Koesten, L., Möller, T. & Tschiatschek, S., Jan 2025, In: International Journal of Human-Computer Studies. 193, 18 p., 103380.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Novel shortcut strategies in copositivity detection: Decomposition for quicker positive certificates

Zischg, J. & Bomze, I., Jun 2025, In: Operations Research Perspectives. 14, 12 p., 100324.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

On the Relationship Between Robustness and Expressivity of Graph Neural Networks

Kummer, L., Gansterer, W. & Kriege, N. M., 23 Apr 2025, Proceedings of The 28th International Conference on Artificial Intelligence and Statistics. PMLR, Vol. 258. p. 1243-1251 8 p. (Proceedings of Machine Learning Research (PMLR)).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Open Access

Projection free methods on product domains

Bomze, I., Rinaldi, F. & Zeffiro, D., Jun 2025, In: Computational Optimization and Applications. 91, 2, p. 511-540 30 p.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

The physical properties of Cluster Chains

Posch, L., Alves, J., Mirét-Roig, N., Ratzenböck, S., Großschedl, J., Meingast, S., Swiggum, C. & Konietzka, R., 1 Jan 2025, In: Astronomy & Astrophysics. 693, 13 p., A175.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

The Solar System's passage through the Radcliffe wave during the middle Miocene

Maconi, E., Alves, J., Swiggum, C., Ratzenböck, S., Großschedl, J., Köhler, P., Miret-Roig, N., Meingast, S., Konietzka, R., Zucker, C., Goodman, A., Lombardi, M., Knorr, G., Lohmann, G., Forbes, J. C., Burkert, A. & Opher, M., 1 Feb 2025, In: Astronomy & Astrophysics.

Publications: Contribution to journal › Article › Peer Reviewed

2024

A Conversational Brain-Artificial Intelligence Interface

Meunier, A., Žák, M. R., Munz, L., Garkot, S., Eder, M., Xu, J. & Grosse-Wentrup, M., 22 Feb 2024, arXiv.org, p. 1, 39 p.

Publications: Working paper › Preprint

ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks

Chen, Z., Wu, Z., Sadikaj, Y., Plant, C., Dai, H-N., Wang, S. & Guo, W., 2024, arXiv.

Publications: Working paper › Preprint

ADOD: Adaptive Density Outlier Detection

Qian, L., Qian, J., Sun, X., Guo, W. & Böhm, C., 2024, IEEE International Conference on Data Mining, ICDM 2024, Abu Dhabi, United Arab Emirates, December 9-12, 2024. IEEE, p. 400-409 10 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Advancing Anomaly Detection: Non-Semantic Financial Data Encoding with LLMs

Bakumenko, A., Hlavackova-Schindler, K., Plant, C. & Hubig, N., 1 Jun 2024, arXiv.

Publications: Working paper › Preprint

Approximating the Graph Edit Distance with Compact Neighborhood Representations

Bause, F., Permann, C. & Kriege, N. M., 22 Aug 2024, Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2024. . Springer Cham, Vol. 14945. p. 300-318 18 p. (Lecture Notes in Computer Science, Vol. 14945).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

A Square Departure From Symmetry in Matrix Cones

Bomze, I. M. & Dür, M., 12 Nov 2024, (E-pub ahead of print) In: Vietnam Journal of Mathematics.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Leman Go Indifferent

Kummer, L., Moustafa, S., Schrittwieser, S., Gansterer, W. & Kriege, N. M., 24 Aug 2024, Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining: KDD 2024. New York: Association for Computing Machinery (ACM), p. 1428-1439 12 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Open Access

Benchmarking brain–computer interface algorithms: Riemannian approaches vs convolutional neural networks

Eder, M., Xu, J. & Grosse-Wentrup, M., 21 Aug 2024, In: Journal of Neural Engineering. 21, 4, 044002.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Breaking the Reclustering Barrier in Centroid-based Deep Clustering

Miklautz, L., Klein, T., Sidak, K., Leiber, C., Lang, T., Shkabrii, A., Tschiatschek, S. & Plant, C., 2024, arXiv.

Publications: Working paper › Preprint

Chains of creation: feedback driven star formation in the Sco-Cen association

Posch, L., Alves, J., Miret-Roig, N., Ratzenböck, S., Großschedl, J. & Meingast, S., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

Charting the Star Formation History of the Orion Complex: A Multi-Dimensional Analysis Using Gaia Data and Machine Learning

Rottensteiner, A., Ratzenböck, S. & Alves, J., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

Data with Density-Based Clusters: A Generator for Systematic Evaluation of Clustering Algorithms

Jahn, P., Frey, C. M. M., Beer, A., Leiber, C. & Seidl, T., 1 Sept 2024, Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2024.. Springer Cham, Vol. 14947. p. 3-21 19 p. (Lecture Notes in Computer Science).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

DROPP: Structure-Aware PCA for Ordered Data: A General Method and its Applications in Climate Research and Molecular Dynamics

Beer, A., Palotás, O., Maldonado, A., Draganov, A. & Assent, I., 2024, 40th IEEE International Conference on Data Engineering, ICDE 2024, Utrecht, The Netherlands, May 13-16, 2024. IEEE, p. 1143-1156 14 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

DynoGraph: Dynamic Graph Construction for Nonlinear Dimensionality Reduction

Qian, L., Plant, C., Qin, Y., Qian, J. & Böhm, C., 2024, IEEE International Conference on Data Mining, ICDM 2024, Abu Dhabi, United Arab Emirates, December 9-12, 2024. IEEE, p. 827-832 6 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Estimate and Reduce Uncertainty in Uncertain Graphs

Arafat, N. A., Mobaraki, E. B., Khan, A., Velaj, Y. & Bonchi, F., 2024, 11th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2024, San Diego, CA, USA, October 6-10, 2024. IEEE, p. 1-12 12 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

FALCUN: A Simple and Efficient Deep Active Learning Strategy

Gilhuber, S., Beer, A., Ma, Y. & Seidl, T., 1 Sept 2024, Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2024).. Cham: Springer, Vol. 14943. p. 421-439 19 p. (Lecture Notes in Computer Science).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Frank–Wolfe and friends: a journey into projection-free first-order optimization methods

Bomze, I. M., Rinaldi, F. & Zeffiro, D., 16 Sept 2024, (E-pub ahead of print) In: Annals of Operations Research. 343, 2, p. 607-638 32 p.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Insights into star formation and dispersal from the synchronization of stellar clocks

Miret Roig, N., Alves, J., Barrado, D., Burkert, A., Ratzenböck, S. & Konietzka, R., Feb 2024, In: Nature Astronomy. 8, 2, p. 216-222 7 p.

Publications: Contribution to journal › Article › Peer Reviewed

Most nearby young star clusters formed in three massive complexes

Swiggum, C., Alves, J., Benjamin, R., Ratzenböck, S., Miret-Roig, N., Großschedl, J., Meingast, S., Goodman, A., Konietzka, R., Zucker, C., Hunt, E. L. & Reffert, S., 10 Jun 2024, In: Nature. 631, 8019, p. 49-53 5 p.

Publications: Contribution to journal › Article › Peer Reviewed

Navigating the Stellar Landscape: Insights from SigMA Analysis of Orion's Young Star Clusters

Rottensteiner, A., Ratzenböck, S. & Alves, J., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

New ACV variables discovered in the Zwicky Transient Facility survey

Bauer-Fasching, B., Bernhard, K., Brändli, E., Burger, H., Eisele, B., Hümmerich, S., Neuhold, J., Paunzen, E., Piecka, M., Ratzenböck, S. & Prišegen, M., Jul 2024, In: Astronomy & Astrophysics. 687, 10 p., A211.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

On the Two Sides of Redundancy in Graph Neural Networks

Bause, F., Moustafa, S., Langguth, J., Gansterer, W. & Kriege, N. M., 22 Aug 2024, Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2024. Bifet, A., Davis, J., Krilavičius, T., Kull, M., Ntoutsi, E. & Žliobaitė, I. (eds.). Springer Cham, Vol. 14946. p. 371-388 18 p. (Lecture Notes in Computer Science, Vol. 14946).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Plasticity Loss in Deep Reinforcement Learning: A Survey

Klein, T., Miklautz, L., Sidak, K., Plant, C. & Tschiatschek, S., 2024, arXiv.

Publications: Working paper › Preprint

Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph

Roth, A., Bause, F., Kriege, N. M. & Liebig, T., 2024.

Publications: Contribution to conference › Paper › Peer Reviewed

Revisiting Lacerta using Gaia DR3

Szilágyi, M., Alves, J., Großschedl, J., Meingast, S., Miret-Roig, N., Posch, L., Ratzenböck, S. & Swiggum, C., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

Rotation invariant GPS trajectory mining

Leodolter, M., Plant, C. & Brändle, N., Jan 2024, In: Geoinformatica. 28, p. 89-115 27 p.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

SHADE: Deep Density-based Clustering

Beer, A., Weber, P., Miklautz, L., Leiber, C., Durani, W., Böhm, C. & Claudia, P., 1 Dec 2024, IEEE International Conference on Data Mining (ICDM) 2024.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Spotlight Erklärbare KI: Eine Besprechung ausgewählter Use Cases aus rechtlicher und technologischer Perspektive

Paar, E., Schmude, T. & Cinar, C., 2024, In: Juridikum. Zeitschrift für Kritik, Recht, Gesellschaft. p. 244-253

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Stellar feedback is driving sequential star formation in the Sco-Cen association

Posch, L., Alves, J., Miret-Roig, N., Ratzenböck, S., Großschedl, J. & Meingast, S., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

Temporal Subspace Clustering for Molecular Dynamics Data

Beer, A., Heinrigs, M., Plant, C. & Assent, I., 2024, arXiv.

Publications: Working paper › Preprint

Text-Guided Alternative Image Clustering

Stephan, A., Miklautz, L., Leiber, C., Araujo, P. H. L. D., Repas, D., Plant, C. & Roth, B., 2024, ACL Anthology, p. 177-190.

Publications: Working paper › Preprint

The evolution of velocity dispersion in OB associations - The case of Sco-Cen

Grossschedl, J., Alves, J. & Ratzenböck, S., 1 Jul 2024.

Publications: Contribution to conference › Other contribution to conference › Peer Reviewed

Open Access

The Impact of Cluster Centroid and Text Review Embeddings on Recommendation Methods

Dolog, P., Sadikaj, Y., Velaj, Y., Stephan, A., Roth, B. & Plant, C., 1 May 2024, Companion Proceedings of the ACM on Web Conference 2024, WWW 2024, Singapore, Singapore, May 13-17, 2024. ACM, p. 589-592 4 p.

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Towards a complete picture of the Sco-Cen outflow

Piecka, M., Hutschenreuter, S. & Alves, J., 1 Sept 2024, In: Astronomy & Astrophysics. 689, 11 p., A84.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Towards a transferable fermionic neural wavefunction for molecules

Scherbela, M., Gerard, L. & Grohs, P., 2 Jan 2024, (E-pub ahead of print) In: Nature Communications. 15, 1, 12 p., 120.

Publications: Contribution to journal › Article › Peer Reviewed

Open Access

Uncovering three past massive star-forming complexes that shaped local interstellar structures

Swiggum, C., Alves, J., Benjamin, R. A., Ratzenböck, S., Miret Roig, N., Großschedl, J. E., Meingast, S., Goodman, A., Konietzka, R., Zucker, C., Hunt, E. & Reffert, S., 1 Jul 2024, In: Bulletin of the American Astronomical Society. 56, 7, 111.05.

Publications: Contribution to journal › Meeting abstract/Conference paper › Peer Reviewed

Open Access

2023

Open Access

AGNN: Alternating Graph-Regularized Neural Networks to Alleviate Over-Smoothing

Chen, Z., Wu, Z., Lin, Z., Wang, S., Plant, C. & Guo, W., 2023, arXiv.

Publications: Working paper › Preprint

A Higher-Order Temporal H-Index for Evolving Networks

Oettershagen, L., Kriege, N. M. & Mutzel, P., 6 Aug 2023, Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. New York: Association for Computing Machinery (ACM), p. 1770-1782 13 p. (ACM Conferences, Vol. 2023).

Publications: Contribution to book › Contribution to proceedings › Peer Reviewed

Open Access

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