A Stein variational Newton method G Detommaso, T Cui, A Spantini, Y Marzouk, R Scheichl NeurIPS 2018, 2018 | 132 | 2018 |
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference J Kruse, G Detommaso, R Scheichl, U Köthe AAAI-21, 2019 | 47* | 2019 |
Continuous level Monte Carlo and sample-adaptive model hierarchies G Detommaso, T Dodwell, R Scheichl SIAM/ASA Journal on Uncertainty Quantification 7 (1), 93-116, 2019 | 28 | 2019 |
Multilevel dimension-independent likelihood-informed MCMC for large-scale inverse problems T Cui, G Detommaso, R Scheichl Inverse Problems 40 (3), 035005, 2024 | 14* | 2024 |
Fortuna: A Library for Uncertainty Quantification in Deep Learning G Detommaso, A Gasparin, M Donini, M Seeger, AG Wilson, ... JMLR OSS, 2023 | 13 | 2023 |
A data-centric approach to generative modelling for 3D-printed steel TJ Dodwell, LR Fleming, C Buchanan, P Kyvelou, G Detommaso, ... Proceedings of the Royal Society A 477 (2255), 20210444, 2021 | 13 | 2021 |
Stein variational online changepoint detection with applications to Hawkes processes and neural networks G Detommaso, H Hoitzing, T Cui, A Alamir ICML 2019 (Workshop), 2019 | 8 | 2019 |
Multicalibration for confidence scoring in LLMs G Detommaso, M Bertran, R Fogliato, A Roth arXiv preprint arXiv:2404.04689, 2024 | 5 | 2024 |
Uncertainty Calibration in Bayesian Neural Networks via Distance-Aware Priors G Detommaso, A Gasparin, A Wilson, C Archambeau arXiv preprint arXiv:2207.08200, 2022 | 2 | 2022 |
Causal Bias Quantification for Continuous Treatments G Detommaso, M Brückner, P Schulz, V Chernozhukov arXiv preprint arXiv:2106.09762, 2021 | 2 | 2021 |
Explaining multiclass classifiers with categorical values: A case study in radiography L Franceschi, C Zor, MB Zafar, G Detommaso, C Archambeau, T Madl, ... International Workshop on Trustworthy Machine Learning for Healthcare, 11-24, 2023 | 1 | 2023 |
Cost-Effective Hallucination Detection for LLMs S Valentin, J Fu, G Detommaso, S Xu, G Zappella, B Wang arXiv preprint arXiv:2407.21424, 2024 | | 2024 |