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5025 Publications
2022 |Published| Journal Article | IST-REx-ID: 11402 |
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Chatterjee K, Doyen L. 2022. Graph planning with expected finite horizon. Journal of Computer and System Sciences. 129, 1–21.
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| arXiv
2022 |Published| Conference Paper | IST-REx-ID: 14114 |
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Zietlow D, Lohaus M, Balakrishnan G, Kleindessner M, Locatello F, Scholkopf B, Russell C. 2022. Leveling down in computer vision: Pareto inefficiencies in fair deep classifiers. 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition. CVPR: Conference on Computer Vision and Pattern Recognition, 10400–10411.
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2022 |Published| Conference Paper | IST-REx-ID: 14168 |
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Rahaman N, Weiss M, Locatello F, Pal C, Bengio Y, Schölkopf B, Li LE, Ballas N. 2022. Neural attentive circuits. 36th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 35.
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2022 |Submitted| Conference Paper | IST-REx-ID: 14170 |
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Dittadi A, Papa S, Vita MD, Schölkopf B, Winther O, Locatello F. Generalization and robustness implications in object-centric learning. Proceedings of the 39th International Conference on Machine Learning. International Conference on Machine Learning, PMLR, vol. 2022, 5221–5285.
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| arXiv
2022 |Published| Conference Paper | IST-REx-ID: 14172 |
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Schott L, Kügelgen J von, Träuble F, Gehler P, Russell C, Bethge M, Schölkopf B, Locatello F, Brendel W. 2022. Visual representation learning does not generalize strongly within the same domain. 10th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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2022 |Published| Conference Paper | IST-REx-ID: 14107 |
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Yao J, Hong Y, Wang C, Xiao T, He T, Locatello F, Wipf D, Fu Y, Zhang Z. 2022. Self-supervised amodal video object segmentation. 36th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems.
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2022 |Published| Conference Paper | IST-REx-ID: 14171 |
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Rolland P, Cevher V, Kleindessner M, Russel C, Schölkopf B, Janzing D, Locatello F. 2022. Score matching enables causal discovery of nonlinear additive noise models. Proceedings of the 39th International Conference on Machine Learning. International Conference on Machine Learning, PMLR, vol. 162, 18741–18753.
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2022 |Published| Conference Paper | IST-REx-ID: 14174 |
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Dittadi A, Träuble F, Wüthrich M, Widmaier F, Gehler P, Winther O, Locatello F, Bachem O, Schölkopf B, Bauer S. 2022. The role of pretrained representations for the OOD generalization of reinforcement learning agents. 10th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv
2022 |Published| Conference Paper | IST-REx-ID: 14175 |
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Makansi O, Kügelgen J von, Locatello F, Gehler P, Janzing D, Brox T, Schölkopf B. 2022. You mostly walk alone: Analyzing feature attribution in trajectory prediction. 10th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv
2022 |Submitted| Preprint | IST-REx-ID: 14220 |
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Mambelli D, Träuble F, Bauer S, Schölkopf B, Locatello F. Compositional multi-object reinforcement learning with linear relation networks. arXiv, 2201.13388.
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2022 |Submitted| Conference Paper | IST-REx-ID: 14215 |
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Rahaman N, Weiss M, Träuble F, Locatello F, Lacoste A, Bengio Y, Pal C, Li LE, Schölkopf B. A general purpose neural architecture for geospatial systems. 36th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems.
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| arXiv
2022 |Submitted| Preprint | IST-REx-ID: 12750 |
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Brighi P, Ljubotina M, Serbyn M. Hilbert space fragmentation and slow dynamics in particle-conserving quantum East models. arXiv, 2210.15607.
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| arXiv
2022 |Published| Conference Paper | IST-REx-ID: 11185 |
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Arroyo Guevara AM, Felsner S. 2022. Approximating the bundled crossing number. WALCOM 2022: Algorithms and Computation. WALCOM: Algorithms and ComputationLNCS vol. 13174, 383–395.
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| arXiv
2022 |Published| Conference Paper | IST-REx-ID: 12775 |
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Grover K, Kretinsky J, Meggendorfer T, Weininger M. 2022. Anytime guarantees for reachability in uncountable Markov decision processes. 33rd International Conference on Concurrency Theory . CONCUR: Conference on Concurrency Theory, LIPIcs, vol. 243, 11.
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| arXiv
2022 |Published| Journal Article | IST-REx-ID: 12510 |
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Gruenbacher SA, Lechner M, Hasani R, Rus D, Henzinger TA, Smolka SA, Grosu R. 2022. GoTube: Scalable statistical verification of continuous-depth models. Proceedings of the AAAI Conference on Artificial Intelligence. 36(6), 6755–6764.
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| arXiv
2022 |Published| Journal Article | IST-REx-ID: 10802 |
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Konstantinov NH, Lampert C. 2022. Fairness-aware PAC learning from corrupted data. Journal of Machine Learning Research. 23, 1–60.
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2022 |Published| Conference Paper | IST-REx-ID: 13241 |
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Konstantinov NH, Lampert C. 2022. On the impossibility of fairness-aware learning from corrupted data. Proceedings of Machine Learning Research. vol. 171, 59–83.
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| arXiv
2022 |Published| Journal Article | IST-REx-ID: 10566 |
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Li M, Liu Y, Zhang Y, Chang C, Zhang T, Yang D, Xiao K, Arbiol J, Ibáñez M, Cabot A. 2022. Room temperature aqueous-based synthesis of copper-doped lead sulfide nanoparticles for thermoelectric application. Chemical Engineering Journal. 433, 133837.
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2022 |Published| Journal Article | IST-REx-ID: 12274 |
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Azkanaz M, Corominas-Murtra B, Ellenbroek SIJ, Bruens L, Webb AT, Laskaris D, Oost KC, Lafirenze SJA, Annusver K, Messal HA, Iqbal S, Flanagan DJ, Huels DJ, Rojas-Rodríguez F, Vizoso M, Kasper M, Sansom OJ, Snippert HJ, Liberali P, Simons BD, Katajisto P, Hannezo EB, van Rheenen J. 2022. Retrograde movements determine effective stem cell numbers in the intestine. Nature. 607(7919), 548–554.
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