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21 Publications
2025 |
Published |
Conference Paper |
IST-REx-ID: 22827 |
Ashkboos S, Nikdan M, Tabesh S, Lopez Castro R, Hoefler T, Alistarh D-A. HALO: Hadamard-assisted lower-precision optimization for LLMs. In: 39th Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025:131755-131780. doi:10.52202/085713-3966
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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. Connecting neural models latent geometries with relative geodesic representations. In: 39th Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025:125316-125360. doi:10.52202/085713-3769
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21076 |
Cadei R, Demirel I, De Bartolomeis P, et al. Prediction-powered causal inferences. In: 39th Annual Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025. doi:10.52202/085713-2479
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2025 |
Published |
Conference Paper |
IST-REx-ID: 21072 |
Basile L, Maiorca V, Doimo D, Locatello F, Cazzaniga A. Head pursuit: Probing attention specialization in multimodal transformers. In: 39th Annual Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025. doi:10.52202/085713-3752
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21068 |
Yao D, Huang S, Cadei R, Zhang K, Locatello F. The third pillar of causal analysis? A measurement perspective on causal representations. In: 39th Annual Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025. doi:10.52202/085713-1444
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 21070 |
Demirel B, Fumero M, Locatello F. Out-of-Distribution detection with relative angles. In: 39th Annual Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025. doi:10.52202/085713-3125
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| arXiv
2025 |
Published |
Conference Paper |
IST-REx-ID: 22823 |
Cyffers EAL. Setting ε is not the issue in differential privacy. In: 39th Conference on Neural Information Processing Systems. Vol 38. Neural Information Processing Systems Foundation; 2025:159016-159028. doi:10.52202/085713-4798
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2024 |
Published |
Conference Paper |
IST-REx-ID: 18890 |
Beaglehole D, Súkeník P, Mondelli M, Belkin M. Average gradient outer product as a mechanism for deep neural collapse. In: 38th Annual Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-4156
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18875 |
Kalinin N, Lampert C. Banded square root matrix factorization for differentially private model training. In: 38th Annual Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-0560
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18996 |
Chen T, Bello K, Locatello F, Aragam B, Ravikumar PK. Identifying general mechanism shifts in linear causal representations. In: 38th Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-1343
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 19005 |
Yao D, Muller CJ, Locatello F. Marrying causal representation learning with dynamical systems for science. In: 38th Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-2290
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 19512 |
Andersson JD, Henzinger M, Pagh R, Steiner TA, Upadhyay J. Continual counting with gradual privacy expiration. In: 38th Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-0299
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| arXiv
2024 |
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Conference Paper |
IST-REx-ID: 19515 |
Fumero M, Pegoraro M, Maiorca V, Locatello F, Rodolà E. Latent functional maps: A spectral framework for representation alignment. In: 38th Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-2115
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| arXiv
2024 |
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Conference Paper |
IST-REx-ID: 19509 |
Cadei R, Lindorfer L, Cremer S, Schmid C, Locatello F. Smoke and mirrors in causal downstream tasks. In: 38th Conference on Neural Information Processing Systems. Vol 37. Neural Information Processing Systems Foundation; 2024. doi:10.52202/079017-0820
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| arXiv
2023 |
Published |
Conference Paper |
IST-REx-ID: 14921 |
Súkeník P, Mondelli M, Lampert C. Deep neural collapse is provably optimal for the deep unconstrained features model. In: 37th Conference on Neural Information Processing Systems. Neural Information Processing Systems Foundation; 2023.
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| arXiv
2023 |
Published |
Conference Paper |
IST-REx-ID: 14954 |
Montagna F, Mastakouri AA, Eulig E, et al. Assumption violations in causal discovery and the robustness of score matching. In: 37th Conference on Neural Information Processing Systems. Vol 36. Neural Information Processing Systems Foundation; 2023. doi:10.52202/075280-2050
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| arXiv
2023 |
Published |
Conference Paper |
IST-REx-ID: 15023 |
Zikelic D, Lechner M, Verma A, Chatterjee K, Henzinger TA. Compositional policy learning in stochastic control systems with formal guarantees. In: 37th Conference on Neural Information Processing Systems. Neural Information Processing Systems Foundation; 2023.
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| arXiv
2023 |
Published |
Conference Paper |
IST-REx-ID: 14953 |
Zhu Z, Locatello F, Cevher V. Sample complexity bounds for score-matching: Causal discovery and generative modeling. In: 37th Conference on Neural Information Processing Systems. Vol 36. Neural Information Processing Systems Foundation; 2023:3325-3337. doi:10.52202/075280-0147
[Published Version]
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| arXiv
2022 |
Published |
Conference Paper |
IST-REx-ID: 12537 |
Bombari S, Amani MH, Mondelli M. Memorization and optimization in deep neural networks with minimum over-parameterization. In: 36th Conference on Neural Information Processing Systems. Vol 35. Neural Information Processing Systems Foundation; 2022:7628-7640.
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| arXiv
2020 |
Published |
Conference Paper |
IST-REx-ID: 14326 |
Locatello F, Weissenborn D, Unterthiner T, et al. Object-centric learning with slot attention. In: 34th International Conference on Neural Information Processing Systems. Vol 33. Neural Information Processing Systems Foundation; 2020:11525-11538.
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| arXiv