Patrick Schwab

1. Perfect Match: A Simple Method for Learning Representations For Counterfactual Inference With Neural Networks
   2018/10/01 by Patrick Schwab, Schwab, Patrick, Lorenz Linhardt +3 · 5 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials
2. NCoRE: Neural Counterfactual Representation Learning for Combinations of Treatments
   2021/03/20 by Sonali Parbhoo, Parbhoo, Sonali, Stefan Bauer +3 · 2 citations
   Computer Science · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Methodology (stat.ME)
3. Learning Neural Causal Models with Active Interventions
   2021/09/06 by Nino Scherrer, Scherrer, Nino, Olexa Bilaniuk +17 · 2 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
4. CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data
   2022/10/31 by Mathieu Chevalley, Yusuf Roohani, Chevalley, Mathieu +7 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Single-cell and spatial transcriptomics #Statistical Methods and Inference
5. The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data
   2023/08/29 by Mathieu Chevalley, Jacob Sackett-Sanders, Chevalley, Mathieu +33 · 3 citations
   Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #Gene Regulatory Network Analysis #Single-cell and spatial transcriptomics
6. In-silico biological discovery with large perturbation models
   2025/03/30 by Djordje Miladinovic, Tobias Höppe, Miladinovic, Djordje +15 · 3 citations
   Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #Cell Image Analysis Techniques #Gene Regulatory Network Analysis