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735 Publications

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2024 | Published | Journal Article | IST-REx-ID: 18970 |

Arbeitsgemeinschaft: Geometry and representation theory around the P=W conjecture
T. Hausel, D. Maulik, A. Mellit, O. Schiffmann, J. Shen, Oberwolfach Reports 21 (2024) 949–1004.

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2024 | Published | Conference Paper | IST-REx-ID: 18971 |

Unsupervised concept discovery mitigates spurious correlations
R. Arefin, Y. Zhang, A. Baratin, F. Locatello, I. Rish, D. Liu, K. Kawaguchi, in:, Proceedings of the 41st International Conference on Machine Learning, ML Research Press, 2024, pp. 1672–1688.

[Preprint] View | Files available | Download Preprint (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18972 |

How spurious features are memorized: Precise analysis for random and NTK features
S. Bombari, M. Mondelli, in:, 41st International Conference on Machine Learning, ML Research Press, 2024, pp. 4267–4299.

[Preprint] View | Download Preprint (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18973 |

Towards understanding the word sensitivity of attention layers: A study via random features
S. Bombari, M. Mondelli, in:, 41st International Conference on Machine Learning, ML Research Press, 2024, pp. 4300–4328.

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2024 | Published | Conference Paper | IST-REx-ID: 18974 |

Reinforcement learning from reachability specifications: PAC guarantees with expected conditional distance
J. Svoboda, S. Bansal, K. Chatterjee, in:, 41st International Conference on Machine Learning, ML Research Press, 2024, pp. 47331–47344.

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2024 | Published | Conference Paper | IST-REx-ID: 18975 |

Error feedback can accurately compress preconditioners
I.-V. Modoranu, A. Kalinov, E. Kurtic, E. Frantar, D.-A. Alistarh, in:, 41st International Conference on Machine Learning, ML Research Press, 2024, pp. 35910–35933.

[Preprint] View | Download Preprint (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18976 |

AsGrad: A sharp unified analysis of asynchronous-SGD algorithms
R. Islamov, M. Safaryan, D.-A. Alistarh, in:, Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, ML Research Press, 2024, pp. 649–657.

[Preprint] View | Download Preprint (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18977 |

SpQR: A sparse-quantized representation for near-lossless LLM weight compression
T. Dettmers, R.A. Svirschevski, V. Egiazarian, D. Kuznedelev, E. Frantar, S. Ashkboos, A. Borzunov, T. Hoefler, D.-A. Alistarh, in:, 12th International Conference on Learning Representations, OpenReview, 2024.

[Preprint] View | Download Preprint (ext.) | arXiv

earlier version | 2024 | Draft | Preprint | IST-REx-ID: 18981 |

Discrete microlocal Morse theory
A. Brown, O. Draganov, ArXiv (n.d.).

[Preprint] View | Files available | DOI | Download Preprint (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18996 |

Identifying general mechanism shifts in linear causal representations
T. Chen, K. Bello, F. Locatello, B. Aragam, P.K. Ravikumar, in:, 38th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2024.

[Published Version] View | Files available | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18998 |

The shape of word embeddings: Quantifying non-isometry with topological data analysis
O. Draganov, S. Skiena, in:, Findings of the Association for Computational Linguistics: EMNLP 2024, Association for Computational Linguistics, 2024, pp. 12080–12099.

[Published Version] View | Files available | DOI | arXiv

2024 | Submitted | Preprint | IST-REx-ID: 18999 |

Chromatic topological data analysis
S. Cultrera di Montesano, O. Draganov, H. Edelsbrunner, M. Saghafian, ArXiv (n.d.).

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2024 | Published | Conference Paper | IST-REx-ID: 19005 |

Marrying causal representation learning with dynamical systems for science
D. Yao, C.J. Muller, F. Locatello, in:, 38th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2024.

[Published Version] View | Files available | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 19007 |

Identifiable object-centric representation learning via probabilistic slot attention
A. Kori, F. Locatello, A. Santhirasekaram, F. Toni, B. Glocker, F. De Sousa Ribeiro, in:, 38th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2024.

[Published Version] View | Files available | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 19028 |

A statistical approach to Monte Carlo denoising
H. Sakai, C. Freude, T. Auzinger, D. Hahn, M. Wimmer, in:, Proceedings - SIGGRAPH Asia 2024 Conference Papers, Association for Computing Machinery, 2024.

[Published Version] View | Files available | DOI | WoS

2024 | Research Data Reference | IST-REx-ID: 19307 |

Data - The unreasonable efficiency of total rain evaporation removal in triggering convective self-aggregation
Y.-L. Hwong, C.J. Muller, (2024).

[Published Version] View | Files available | DOI | Download Published Version (ext.)

2024 | Published | Journal Article | IST-REx-ID: 19408 |

Continual learning: Applications and the road forward
E. Verwimp, R. Aljundi, S. Ben-David, M. Bethge, A. Cossu, A. Gepperth, T.L. Hayes, E. Hüllermeier, C. Kanan, D. Kudithipudi, C. Lampert, M. Mundt, R. Pascanu, A. Popescu, A.S. Tolias, J. Van De Weijer, B. Liu, V. Lomonaco, T. Tuytelaars, G.M. Van De Ven, Transactions on Machine Learning Research 2024 (2024).

[Published Version] View | Files available | arXiv

2024 | Published | Journal Article | IST-REx-ID: 19446

Large-scale population data enrichment in mental health research
Nees F, Renner P, Holz NE, Polemiti E, Siehl S, Hese S, Schepanski K, Schumann G, Walter H, Heinz A, Ralser M, Twardziok S, Vaidya N, Bernas A, Serin E, Jentsch M, Hitchen E, Kebir H, Lett TA, Roy JC, Eils R, Taron UH, Schütz T, Banks J, Banaschewski T, Jansone K, Christmann N, Meyer-Lindenberg A, Tost H, Holz N, Schwarz E, Stringaris A, Neidhart M, Seefried B, Aden R, Andreassen OA, Westlye LT, Van Der Meer D, Fernandez S, Kjelkenes R, Ask H, Rapp M, Tschorn M, Böttger SJ, Marquand A, Novarino G, Marr L, Slater M, Viapiana GF, Orosa FE, Gallego J, Pastor A, Forstner AJ, Hoffmann P, Nöthen MM, Claus I, Miller A, Mathey CM, Heilmann-Heimbach S, Sommer P, Patraskaki M, Wilbertz J, Schmitt K, Jirsa V, Petkoski S, Pitel S, Otten L, Athanasiadis AP, Pearmund C, Spanlang B, Alvarez E, Sanchez M, Giner A, Jia T, Gong Y, Xia Y, Chang X, Calhoun V, Liu J, Schwalber A, Thompson P, Clinton N, Desrivières S, Young AH, Stahl B, Ogoh G. 2024. Large-scale population data enrichment in mental health research. Nature Mental Health. 2(10), 1124–1127.

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2024 | Published | Journal Article | IST-REx-ID: 19470

Acute and circadian feedforward regulation of agouti-related peptide hunger neurons
A.M. Douglass, H. Kucukdereli, J.C. Madara, D. Wang, C. Wu, E.D. Lowenstein, J. Tao, B.B. Lowell, Cell Metabolism 37 (2024) 708–722.e5.

View | DOI | PubMed | Europe PMC

2024 | Published | Journal Article | IST-REx-ID: 19486 |

The 3-isogeny selmer groups of the elliptic curves y2=x3+n2
S. Chan, International Mathematics Research Notices 2024 (2024) 7571–7593.

[Preprint] View | DOI | Download Preprint (ext.) | arXiv