Transfer Learning on Heterogeneous Feature Spaces for Treatment Effects Estimation

von Bica, Ioana
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 48 of 50 (2023)

Synthetic Model Combination: An Instance-wise Approach to Unsupervised Ensemble Learning

von Chan, Alex
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 36 of 50 (2023)

Concept Activation Regions: A Generalized Framework For Concept-Based Explanations

von Crabbé, Jonathan
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 4 of 50 (2023)

On Inductive Biases for Heterogeneous Treatment Effect Estimation

von Curth, Alicia
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 19 of 36 (2022)

Gradient Regularized V-Learning for Dynamic Treatment Regimes

von Zhang, Yao
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 3 of 27 (2021)

Strictly Batch Imitation Learning by Energy-based Distribution Matching

von Jarrett, Daniel
Veröffentlicht in NeurIPS (34. : 2020 : Online) 34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 9 of 27 (2021)

Time-series Generation by Contrastive Imitation

von Jarrett, Daniel
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 35 of 36 (2022)

SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data

von Curth, Alicia
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 32 of 36 (2022)

Online Decision Mediation

von Jarrett, Daniel
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 3 of 50 (2023)

Estimating Multi-cause Treatment Effects via Single-cause Perturbation

von Qian, Zhaozhi
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 28 of 36 (2022)

Invariant Causal Imitation Learning for Generalizable Policies

von Bica, Ioana
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 5 of 36 (2022)

Conformal Time-series Forecasting

von Stankeviciute, Kamile
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 8 of 36 (2022)

Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability

von Crabbé, Jonathan
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 16 of 50 (2023)

Explaining Latent Representations with a Corpus of Examples

von Crabbe, Jonathan
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 15 of 36 (2022)

MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms

von Kyono, Trent
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 29 of 36 (2022)

Composite Feature Selection Using Deep Ensembles

von Imrie, Fergus
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 47 of 50 (2023)

Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data

von Seedat, Nabeel
Veröffentlicht in NeurIPS (36. : 2022 : New Orleans, La.; Online) 36th Conference on Neural Information Processing Systems (NeurIPS 2022 ; Volume 31 of 50 (2023)

DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks

von van Breugel, Boris
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 27 of 36 (2022)

SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes

von Qian, Zhaozhi
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 4 of 36 (2022)

Integrating Expert ODEs into Neural ODEs: Pharmacology and Disease Progression

von Qian, Zhaozhi
Veröffentlicht in NeurIPS (35. : 2021 : Online) 35th Conference on Neural Information Processing Systems (NeurIPS 2021) ; Volume 14 of 36 (2022)