Simulation-based Benchmarking for Causal Structure Learning in Gene Perturbation Experiments

8 July 2024

Papers citing "Simulation-based Benchmarking for Causal Structure Learning in Gene Perturbation Experiments"

6 / 6 papers shown

Title
Structure Learning with Continuous Optimization: A Sober Look and Beyond Ignavier Ng Erdun Gao Kun Zhang CML 77 21 0 04 Apr 2023
Deep Learning of Causal Structures in High Dimensions Kai Lagemann C. Lagemann B. Taschler S. Mukherjee CML BDL AI4CE 54 30 0 09 Dec 2022
Efficient Neural Causal Discovery without Acyclicity Constraints Phillip Lippe Taco S. Cohen E. Gavves CML 57 72 0 22 Jul 2021
Near-Optimal Multi-Perturbation Experimental Design for Causal Structure Learning Scott Sussex Andreas Krause Caroline Uhler CML 69 20 0 28 May 2021
Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy To Game Alexander G. Reisach C. Seiler S. Weichwald CML 78 142 0 26 Feb 2021
Consistency Guarantees for Greedy Permutation-Based Causal Inference Algorithms Liam Solus Yuhao Wang Caroline Uhler CML 72 79 0 12 Feb 2017