Learning Functional Causal Models with Generative Neural Networks

Learning Functional Causal Models with Generative Neural Networks

15 September 2017

Hugo Jair Escalante

Sergio Escalera

Isabelle M Guyon

Marcel van Gerven

Papers citing "Learning Functional Causal Models with Generative Neural Networks"

13 / 13 papers shown

Title
A Moonshot for AI Oracles in the Sciences Bryan Kaiser Tailin Wu Maike Sonnewald Colin Thackray Skylar Callis AI4CE 43 0 0 25 Jun 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 41 7 0 29 Mar 2024
Follow Us and Become Famous! Insights and Guidelines From Instagram Engagement Mechanisms Pier Paolo Tricomi Marco Chilese Mauro Conti A. Sadeghi 24 8 0 17 Jan 2023
Estimating Categorical Counterfactuals via Deep Twin Networks Athanasios Vlontzos Bernhard Kainz Ciarán M. Gilligan-Lee OOD CML BDL 13 16 0 04 Sep 2021
Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications Wojciech Samek G. Montavon Sebastian Lapuschkin Christopher J. Anders K. Müller XAI 36 82 0 17 Mar 2020
Interpretability of machine learning based prediction models in healthcare Gregor Stiglic Primož Kocbek Nino Fijačko Marinka Zitnik K. Verbert Leona Cilar AI4CE 14 371 0 20 Feb 2020
Causal Generative Domain Adaptation Networks Mingming Gong Kun Zhang Biwei Huang Clark Glymour Dacheng Tao Kayhan Batmanghelich CML OOD TTA 19 21 0 12 Apr 2018
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,235 0 24 Jun 2017
Revisiting Classifier Two-Sample Tests David Lopez-Paz Maxime Oquab 72 390 0 20 Oct 2016
From Dependence to Causation David Lopez-Paz OOD CML 58 25 0 12 Jul 2016
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 147 1,465 0 06 Jun 2016
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 163 840 0 17 May 2016
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 434 0 20 Feb 2013