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5859 Publications
2021 |Submitted| Preprint | IST-REx-ID: 10803 |
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Konstantinov NH, Lampert C. Fairness through regularization for learning to rank. arXiv, 2102.05996.
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2021 |Submitted| Preprint | IST-REx-ID: 10762 |
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Rzadkowski W, Lemeshko M, Mentink JH. Artificial neural network states for non-additive systems. arXiv, 10.48550/arXiv.2105.15193.
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2021 |Published| Thesis | IST-REx-ID: 9418 |
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Phuong M. 2021. Underspecification in deep learning. Institute of Science and Technology Austria.
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2021 |Published| Conference Paper | IST-REx-ID: 14177 |
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Träuble F, Creager E, Kilbertus N, Locatello F, Dittadi A, Goyal A, Schölkopf B, Bauer S. 2021. On disentangled representations learned from correlated data. Proceedings of the 38th International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 139, 10401–10412.
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2021 |Published| Conference Paper | IST-REx-ID: 14176 |
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Yèche H, Dresdner G, Locatello F, Hüser M, Rätsch G. 2021. Neighborhood contrastive learning applied to online patient monitoring. Proceedings of 38th International Conference on Machine Learning. International Conference on Machine Learning, PMLR, vol. 139, 11964–11974.
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2021 |Published| Conference Paper | IST-REx-ID: 14182 |
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Träuble F, Kügelgen J von, Kleindessner M, Locatello F, Schölkopf B, Gehler P. 2021. Backward-compatible prediction updates: A probabilistic approach. 35th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems vol. 34, 116–128.
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2021 |Published| Conference Paper | IST-REx-ID: 14181 |
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Dresdner G, Shekhar S, Pedregosa F, Locatello F, Rätsch G. 2021. Boosting variational inference with locally adaptive step-sizes. Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. IJCAI: International Joint Conference on Artificial Intelligence, 2337–2343.
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2021 |Published| Conference Paper | IST-REx-ID: 14179 |
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Kügelgen J von, Sharma Y, Gresele L, Brendel W, Schölkopf B, Besserve M, Locatello F. 2021. Self-supervised learning with data augmentations provably isolates content from style. Advances in Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems vol. 34, 16451–16467.
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2021 |Published| Conference Paper | IST-REx-ID: 14180 |
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Rahaman N, Gondal MW, Joshi S, Gehler P, Bengio Y, Locatello F, Schölkopf B. 2021. Dynamic inference with neural interpreters. Advances in Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems vol. 34, 10985–10998.
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2021 |Published| Journal Article | IST-REx-ID: 14117 |
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Scholkopf B, Locatello F, Bauer S, Ke NR, Kalchbrenner N, Goyal A, Bengio Y. 2021. Toward causal representation learning. Proceedings of the IEEE. 109(5), 612–634.
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2021 |Published| Conference Paper | IST-REx-ID: 14178 |
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Dittadi A, Träuble F, Locatello F, Wüthrich M, Agrawal V, Winther O, Bauer S, Schölkopf B. 2021. On the transfer of disentangled representations in realistic settings. The Ninth International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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2021 |Submitted| Preprint | IST-REx-ID: 14221 |
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Locatello F. Enforcing and discovering structure in machine learning. arXiv, 2111.13693.
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2021 |Submitted| Preprint | IST-REx-ID: 14278 |
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Koval I. Local strong Birkhoff conjecture and local spectral rigidity of almost every ellipse. arXiv, 2111.12171.
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2021 |Published| Thesis | IST-REx-ID: 10199 |
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Toman V. 2021. Improved verification techniques for concurrent systems. Institute of Science and Technology Austria.
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2021 |Published| Journal Article | IST-REx-ID: 8429 |
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Patxot M, Trejo Banos D, Kousathanas A, Orliac EJ, Ojavee SE, Moser G, Sidorenko J, Kutalik Z, Magi R, Visscher PM, Ronnegard L, Robinson MR. 2021. Probabilistic inference of the genetic architecture underlying functional enrichment of complex traits. Nature Communications. 12(1), 6972.
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2021 |Published| Conference Paper | IST-REx-ID: 10854 |
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Foerster K-T, Korhonen J, Paz A, Rybicki J, Schmid S. 2021. Input-dynamic distributed algorithms for communication networks. Abstract Proceedings of the 2021 ACM SIGMETRICS / International Conference on Measurement and Modeling of Computer Systems. SIGMETRICS: International Conference on Measurement and Modeling of Computer Systems, 71–72.
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2021 |Published| Journal Article | IST-REx-ID: 10855 |
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Foerster K-T, Korhonen J, Paz A, Rybicki J, Schmid S. 2021. Input-dynamic distributed algorithms for communication networks. Proceedings of the ACM on Measurement and Analysis of Computing Systems. 5(1), 1–33.
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2021 |Published| Journal Article | IST-REx-ID: 9293 |
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Chatterjee K, Dvořák W, Henzinger MH, Svozil A. 2021. Algorithms and conditional lower bounds for planning problems. Artificial Intelligence. 297(8), 103499.
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| arXiv
2021 | Research Data Reference | IST-REx-ID: 13063 |
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Robinson MR. 2021. Probabilistic inference of the genetic architecture of functional enrichment of complex traits, Dryad, 10.5061/dryad.sqv9s4n51.
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2021 |Published| Journal Article | IST-REx-ID: 9304 |
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Zhang Y, Xing C, Liu Y, Li M, Xiao K, Guardia P, Lee S, Han X, Moghaddam A, Roa JJ, Arbiol J, Ibáñez M, Pan K, Prato M, Xie Y, Cabot A. 2021. Influence of copper telluride nanodomains on the transport properties of n-type bismuth telluride. Chemical Engineering Journal. 418(8), 129374.
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