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11357 Publications
2024 |
Published |
Conference Paper |
IST-REx-ID: 18971 |
R. Arefin et al., “Unsupervised concept discovery mitigates spurious correlations,” in Proceedings of the 41st International Conference on Machine Learning, Vienna, Austria, 2024, vol. 235, pp. 1672–1688.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18972 |
S. Bombari and M. Mondelli, “How spurious features are memorized: Precise analysis for random and NTK features,” in 41st International Conference on Machine Learning, Vienna, Austria, 2024, vol. 235, pp. 4267–4299.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18973 |
S. Bombari and M. Mondelli, “Towards understanding the word sensitivity of attention layers: A study via random features,” in 41st International Conference on Machine Learning, Vienna, Austria, 2024, vol. 235, pp. 4300–4328.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18974 |
J. Svoboda, S. Bansal, and K. Chatterjee, “Reinforcement learning from reachability specifications: PAC guarantees with expected conditional distance,” in 41st International Conference on Machine Learning, Vienna, Austria, 2024, vol. 235, pp. 47331–47344.
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2024 |
Published |
Conference Paper |
IST-REx-ID: 18975 |
I.-V. Modoranu, A. Kalinov, E. Kurtic, E. Frantar, and D.-A. Alistarh, “Error feedback can accurately compress preconditioners,” in 41st International Conference on Machine Learning, Vienna, Austria, 2024, vol. 235, pp. 35910–35933.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18976 |
R. Islamov, M. Safaryan, and D.-A. Alistarh, “AsGrad: A sharp unified analysis of asynchronous-SGD algorithms,” in Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, Valencia, Spain, 2024, vol. 238, pp. 649–657.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18977 |
T. Dettmers et al., “SpQR: A sparse-quantized representation for near-lossless LLM weight compression,” in 12th International Conference on Learning Representations, Vienna, Austria, 2024.
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| arXiv
2024 |
Draft |
Preprint |
IST-REx-ID: 18981 |
A. Brown and O. Draganov, “Discrete microlocal Morse theory,” arXiv. .
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18996 |
T. Chen, K. Bello, F. Locatello, B. Aragam, and P. K. Ravikumar, “Identifying general mechanism shifts in linear causal representations,” in 38th Conference on Neural Information Processing Systems, Vancouver, Canada, 2024, vol. 37.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 18998 |
O. Draganov and S. Skiena, “The shape of word embeddings: Quantifying non-isometry with topological data analysis,” in Findings of the Association for Computational Linguistics: EMNLP 2024, Miami, FL, United States, 2024, pp. 12080–12099.
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| arXiv
2024 |
Submitted |
Preprint |
IST-REx-ID: 18999 |
S. Cultrera di Montesano, O. Draganov, H. Edelsbrunner, and M. Saghafian, “Chromatic topological data analysis,” arXiv. .
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 19005 |
D. Yao, C. J. Muller, and F. Locatello, “Marrying causal representation learning with dynamical systems for science,” in 38th Conference on Neural Information Processing Systems, Vancouver, Canada, 2024, vol. 37.
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 19007 |
A. Kori, F. Locatello, A. Santhirasekaram, F. Toni, B. Glocker, and F. De Sousa Ribeiro, “Identifiable object-centric representation learning via probabilistic slot attention,” in 38th Conference on Neural Information Processing Systems, Vancouver, Canada, 2024, vol. 37.
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| arXiv
2024 |
Draft |
Preprint |
IST-REx-ID: 19013 |
J. Glas and M. Hase-Liu, “Terminal singularities of the moduli space of curves on low degree hypersurfaces and the circle method,” arXiv. .
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| arXiv
2024 |
Published |
Conference Paper |
IST-REx-ID: 19028 |
H. Sakai, C. Freude, T. Auzinger, D. Hahn, and M. Wimmer, “A statistical approach to Monte Carlo denoising,” in Proceedings - SIGGRAPH Asia 2024 Conference Papers, Tokyo, Japan, 2024.
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| WoS
2024 |
Published |
Journal Article |
IST-REx-ID: 19051 |
T. D. Browning, “The polynomial sieve and equal sums of like polynomials,” International Mathematics Research Notices, vol. 2024, no. 13. Oxford University Press, pp. 10165–10168, 2024.
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| WoS
2024 |
Published |
Preprint |
IST-REx-ID: 19063 |
E. Zverev, S. Abdelnabi, S. Tabesh, M. Fritz, and C. Lampert, “Can LLMs separate instructions from data? And what do we even mean by that?,” arXiv. 2024.
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| arXiv
2024 |
Research Data Reference |
IST-REx-ID: 19307 |
Y.-L. Hwong and C. J. Muller, “Data - The unreasonable efficiency of total rain evaporation removal in triggering convective self-aggregation.” Zenodo, 2024.
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2024 |
Published |
Journal Article |
IST-REx-ID: 19408 |
E. Verwimp et al., “Continual learning: Applications and the road forward,” Transactions on Machine Learning Research, vol. 2024. Transactions on Machine Learning Research, 2024.
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| arXiv
2024 |
Draft |
Preprint |
IST-REx-ID: 19425 |
V. Karle, M. Lemeshko, A. Bouhon, R.-J. Slager, and F. N. Ünal, “Anomalous multi-gap topological phases in periodically driven quantum rotors,” arXiv. .
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| arXiv