Jonathan Crabbé
University of Cambridge
H-index: 8
Europe-United Kingdom
Top articles of Jonathan Crabbé
DAGnosis: Localized Identification of Data Inconsistencies using Structures
arXiv preprint arXiv:2402.17599
2024/2/26
Jeroen Berrevoets
H-Index: 2
Nabeel Seedat
H-Index: 3
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Time Series Diffusion in the Frequency Domain
arXiv preprint arXiv:2402.05933
2024/2/8
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Mattergen: a generative model for inorganic materials design
arXiv preprint arXiv:2312.03687
2023/12/6
What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization
2023/11/2
TRIAGE: Characterizing and auditing training data for improved regression
2023/10/29
Robust multimodal models have outlier features and encode more concepts
arXiv preprint arXiv:2310.13040
2023/10/19
Jonathan Crabbé
H-Index: 1
Explaining the Absorption Features of Deep Learning Hyperspectral Classification Models
2023/7/16
Guillem Ballesteros
H-Index: 7
Jonathan Crabbé
H-Index: 1
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance
2023/4/13
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Joint Training of Deep Ensembles Fails Due to Learner Collusion
Advances in Neural Information Processing Systems
2024/2/13
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
TANGOS: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization
2023
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data
2022/10/24
Nabeel Seedat
H-Index: 3
Jonathan Crabbé
H-Index: 1
Ioana Bica
H-Index: 7
Mihaela Van Der Schaar
H-Index: 42
Concept Activation Regions: A Generalized Framework For Concept-Based Explanations
2022/9/22
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability
2022/6/16
Jonathan Crabbé
H-Index: 1
Alicia Curth
H-Index: 2
Ioana Bica
H-Index: 7
Mihaela Van Der Schaar
H-Index: 42
Label-Free Explainability for Unsupervised Models
2022/3/3
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Data-SUITE: Data-centric identification of in-distribution incongruous examples
2022/2/17
Explaining Latent Representations with a Corpus of Examples
2021/10/28
Explaining Time Series Predictions with Dynamic Masks
2021/6/9
Jonathan Crabbé
H-Index: 1
Mihaela Van Der Schaar
H-Index: 42
Learning outside the Black-Box: The pursuit of interpretable models
2020