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102 Publications
2026 |
Accepted |
Conference Paper |
IST-REx-ID: 21113 |
Montagna F. On the identifiability of causal graphs with multiple environments. The 14th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv
2025 |
Published |
Journal Article |
IST-REx-ID: 20934 |
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Montagna F, Cairney-Leeming MT, Sridhar D, Locatello F. 2025. Demystifying amortized causal discovery with transformers. Transactions on Machine Learning Research.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21049 |
Gairola S, Böhle M, Locatello F, Schiele B. 2025. How to probe: Simple yet effective techniques for improving post-hoc explanations. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21066 |
Montagna F, Faller P, Blöbaum P, Kirschbaum E, Locatello F. 2025. Score matching through the roof: Linear, nonlinear, and latent variables causal discovery. Proceedings of the Fourth Conference on Causal Learning and Reasoning. CLeaR: Conference on Causal Learning and Reasoning, PMLR, vol. 275, 552–605.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 19010 |
Yao D, Rancati D, Cadei R, Fumero M, Locatello F. 2025. Unifying causal representation learning with the invariance principle. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20032 |
Chen J, Yao D, Pervez AA, Alistarh D-A, Locatello F. 2025. Scalable mechanistic neural networks. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations, 63716–63737.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20036 |
Pariza V, Salehi M, Burghouts G, Locatello F, Asano YM. 2025. Near, far: Patch-ordering enhances vision foundation models’ scene understanding. 13th International Conference on Learning Representations. ICLR: International Conference on Learning Representations, 72303–72330.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20303 |
Huang S, Pfister N, Bowden J. 2025. Sparse causal effect estimation using two-sample summary statistics in the presence of unmeasured confounding. The 28th International Conference on Artificial Intelligence and Statistics. AISTATS: Conference on Artificial Intelligence and Statistics, PMLR, vol. 258, 3394–3402.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20592 |
Yao D, Tronarp F, Bosch N. 2025. Propagating model uncertainty through filtering-based probabilistic numerical ODE solvers. Proceedings of the 1st International Conference on Probabilistic Numerics. ProbNum: Conference on Probabilistic Numerics, PMLR, vol. 271.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21074 |
Yu H, Inal B, Arvanitidis G, Hauberg S, Locatello F, Fumero M. 2025. Connecting neural models latent geometries with relative geodesic representations. 39th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21072 |
Basile L, Maiorca V, Doimo D, Locatello F, Cazzaniga A. 2025. Head pursuit: Probing attention specialization in multimodal transformers. 39th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems vol. 38.
[Preprint]
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| arXiv
2025 |
Submitted |
Preprint |
IST-REx-ID: 19674 |
Basile L, Maiorca V, Bortolussi L, Rodolà E, Locatello F. ResiDual transformer alignment with spectral decomposition. arXiv, 2411.00246.
[Preprint]
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 20817 |
Pervez AA, Gavves E, Locatello F. 2025. Mechanistic PDE networks for discovery of governing equations. 42nd International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 267, 48962–48973.
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21076 |
Cadei R, Demirel I, De Bartolomeis P, Lindorfer L, Cremer S, Schmid C, Locatello F. 2025. Prediction-powered causal inferences. 39th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38.
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2025 |
Published |
Conference Paper |
IST-REx-ID: 21068 |
Yao D, Huang S, Cadei R, Zhang K, Locatello F. 2025. The third pillar of causal analysis? A measurement perspective on causal representations. 39th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38.
[Preprint]
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21070 |
Demirel B, Fumero M, Locatello F. 2025. Out-of-Distribution detection with relative angles. 39th Annual Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38.
[Preprint]
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 22832 |
Cadei R, Demirel I, De Bartolomeis P, Lindorfer L, Cremer S, Schmid C, Locatello F. 2025. Prediction-Powered Causal Inferences. 39th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38, 82200–82229.
[Preprint]
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 22831
Yu H, Inal B, Arvanitidis G, Hauberg S, Locatello F, Fumero M. 2025. Connecting neural models latent geometries with relative geodesic representations. 39th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38, 125316–125360.
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| DOI
| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 14213 |
Lao D, Hu Z, Locatello F, Yang Y, Soatto S. 2024. Divided attention: Unsupervised multi-object discovery with contextually separated slots. 1st Conference on Parsimony and Learning. CPAL: Conference on Parsimony and Learning.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 14946 |
Yao D, Xu D, Lachapelle S, Magliacane S, Taslakian P, Martius G, Kügelgen J von, Locatello F. 2024. Multi-view causal representation learning with partial observability. 12th International Conference on Learning Representations. ICLR: International Conference on Learning Representations.
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| arXiv