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10506 Publications

2024 | Published | Conference Paper | IST-REx-ID: 18113 |

Egiazarian V, Panferov A, Kuznedelev D, Frantar E, Babenko A, Alistarh D-A. 2024. Extreme compression of large language models via additive quantization. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 12284–12303.

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

2024 | Published | Conference Paper | IST-REx-ID: 18114 |

Pervez AA, Locatello F, Gavves E. 2024. Mechanistic neural networks for scientific machine learning. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 40484–40501.

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

2024 | Published | Conference Paper | IST-REx-ID: 18115 |

Axiotis K, Cohen-Addad V, Henzinger M, Jerome S, Mirrokni V, Saulpic D, Woodruff DP, Wunder M. 2024. Data-efficient learning via clustering-based sensitivity sampling: Foundation models and beyond. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 2086–2107.

[Published Version] View | Download Published Version (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18116 |

La Tour MD, Henzinger M, Saulpic D. 2024. Making old things new: A unified algorithm for differentially private clustering. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 12046–12086.

[Published Version] View | Download Published Version (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18117 |

Nikdan M, Tabesh S, Crncevic E, Alistarh D-A. 2024. RoSA: Accurate parameter-efficient fine-tuning via robust adaptation. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 235, 38187–38206.

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

2024 | Published | Conference Paper | IST-REx-ID: 18118 |

Zakerinia H, Behjati A, Lampert C. 2024. More flexible PAC-Bayesian meta-learning by learning learning algorithms. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 58122–58139.

[Published Version] View | Download Published Version (ext.) | arXiv

2024 | Published | Conference Paper | IST-REx-ID: 18120 |

Scott JA, Cahill Á. 2024. Improved modelling of federated datasets using mixtures-of-Dirichlet-multinomials. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 44012–44037.

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

2024 | Published | Conference Paper | IST-REx-ID: 18121 |

Moakhar AS, Iofinova EB, Frantar E, Alistarh D-A. 2024. SPADE: Sparsity-guided debugging for deep neural networks. Proceedings of the 41st International Conference on Machine Learning. ICML: International Conference on Machine Learning, PMLR, vol. 235, 45955–45987.

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

2024 | Published | Journal Article | IST-REx-ID: 18153 |

Hajnal MA, Tran D, Szabó Z, Albert A, Safaryan K, Einstein M, Vallejo Martelo M, Polack P-O, Golshani P, Orbán G. 2024. Shifts in attention drive context-dependent subspace encoding in anterior cingulate cortex in mice during decision making. Nature Communications. 15, 5559.

[Published Version] View | Files available | DOI | PubMed | Europe PMC

2024 | Published | Conference Paper | IST-REx-ID: 18155 |

Chatterjee K, Goharshady AK, Goharshady E, Karrabi M, Zikelic D. 2024. Sound and complete witnesses for template-based verification of LTL properties on polynomial programs. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). FM: Formal Methods, LNCS, vol. 14933, 600–619.