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Patrick Schwab

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Sample Selection Bias in Machine Learning for Healthcare

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May 13, 2024
Vinod Kumar Chauhan, Lei Clifton, Achille Salaün, Huiqi Yvonne Lu, Kim Branson, Patrick Schwab, Gaurav Nigam, David A. Clifton

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A collection of the accepted papers for the Human-Centric Representation Learning workshop at AAAI 2024

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Mar 14, 2024
Dimitris Spathis, Aaqib Saeed, Ali Etemad, Sana Tonekaboni, Stefanos Laskaridis, Shohreh Deldari, Chi Ian Tang, Patrick Schwab, Shyam Tailor

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DiscoBAX: Discovery of Optimal Intervention Sets in Genomic Experiment Design

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Dec 07, 2023
Clare Lyle, Arash Mehrjou, Pascal Notin, Andrew Jesson, Stefan Bauer, Yarin Gal, Patrick Schwab

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The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data

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Aug 29, 2023
Mathieu Chevalley, Jacob Sackett-Sanders, Yusuf Roohani, Pascal Notin, Artemy Bakulin, Dariusz Brzezinski, Kaiwen Deng, Yuanfang Guan, Justin Hong, Michael Ibrahim, Wojciech Kotlowski, Marcin Kowiel, Panagiotis Misiakos, Achille Nazaret, Markus Püschel, Chris Wendler, Arash Mehrjou, Patrick Schwab

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Multi-omics Prediction from High-content Cellular Imaging with Deep Learning

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Jun 19, 2023
Rahil Mehrizi, Arash Mehrjou, Maryana Alegro, Yi Zhao, Benedetta Carbone, Carl Fishwick, Johanna Vappiani, Jing Bi, Siobhan Sanford, Hakan Keles, Marcus Bantscheff, Cuong Nguyen, Patrick Schwab

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FED-CD: Federated Causal Discovery from Interventional and Observational Data

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Nov 07, 2022
Amin Abyaneh, Nino Scherrer, Patrick Schwab, Stefan Bauer, Bernhard Schölkopf, Arash Mehrjou

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CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data

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Oct 31, 2022
Mathieu Chevalley, Yusuf Roohani, Arash Mehrjou, Jure Leskovec, Patrick Schwab

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Federated Learning in Multi-Center Critical Care Research: A Systematic Case Study using the eICU Database

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Apr 20, 2022
Arash Mehrjou, Ashkan Soleymani, Annika Buchholz, Jürgen Hetzel, Patrick Schwab, Stefan Bauer

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Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations

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Jan 20, 2022
Simon Bing, Andrea Dittadi, Stefan Bauer, Patrick Schwab

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GeneDisco: A Benchmark for Experimental Design in Drug Discovery

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Oct 22, 2021
Arash Mehrjou, Ashkan Soleymani, Andrew Jesson, Pascal Notin, Yarin Gal, Stefan Bauer, Patrick Schwab

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