Pinned

1. Counterfactual-Recurrent-Network Counterfactual-Recurrent-Network Public

   Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. Bica, A. M. Alaa, J. Jordon, M. van der Schaar

   Python 50 18

2. DiffVAE DiffVAE Public

   Code for Nature Scientific Reports 2020 paper: "Unsupervised generative and graph neural methods for modelling cell differentiation" by Ioana Bica, Helena Andrés-Terré, Ana Cvejic, Pietro Liò

   Jupyter Notebook 16 2

3. Time-Series-Deconfounder Time-Series-Deconfounder Public

   Code for ICML 2020 paper: "Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders" by I. Bica, A. M. Alaa, M. van der Schaar

   Python 50 13

4. COVID-19-Brazil COVID-19-Brazil Public

   Code for Lancet Global Health 2020 paper: "Ethnic and regional variation in hospital mortality from COVID-19 in Brazil: a cross-sectional observational study" by Pedro Baqui, Ioana Bica, Valerio Ma…

   Jupyter Notebook 6 3

5. SCIGAN SCIGAN Public

   Code for NeurIPS 2020 paper: "Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks" by I. Bica, J. Jordon, M. van der Schaar

   Python 25 11

6. Invariant-Causal-Imitation-Learning Invariant-Causal-Imitation-Learning Public

   Code for NeurIPS 2021 paper: "Invariant Causal Imitation Learning for Generalizable Policies" by I. Bica, D. Jarrett, M. van der Schaar

   Python 24 4