Resolving Spurious Correlations in Causal Models of Environments via Interventions

12 February 2020

Papers citing "Resolving Spurious Correlations in Causal Models of Environments via Interventions"

21 / 21 papers shown

Title
Learning Causal Models Online Khurram Javed Martha White Yoshua Bengio CML 41 33 0 12 Jun 2020
Dota 2 with Large Scale Deep Reinforcement Learning OpenAI OpenAI : Christopher Berner Greg Brockman Brooke Chan ... Szymon Sidor Ilya Sutskever Jie Tang Filip Wolski Susan Zhang GNN VLM CLL AI4CE LRM 110 1,811 0 13 Dec 2019
Solving Rubik's Cube with a Robot Hand OpenAI Ilge Akkaya Marcin Andrychowicz Maciek Chociej Ma-teusz Litwin ... Peter Welinder Lilian Weng Qiming Yuan Wojciech Zaremba Lei Zhang ODL 82 1,215 0 16 Oct 2019
Learning Neural Causal Models from Unknown Interventions Nan Rosemary Ke O. Bilaniuk Anirudh Goyal Stefan Bauer Hugo Larochelle Bernhard Schölkopf Michael C. Mozer C. Pal Yoshua Bengio CML OOD 84 168 0 02 Oct 2019
Learning Causal State Representations of Partially Observable Environments Amy Zhang Zachary Chase Lipton Luis Villaseñor-Pineda Kamyar Azizzadenesheli Anima Anandkumar Laurent Itti Joelle Pineau Tommaso Furlanello CML 56 49 0 25 Jun 2019
Explainable Reinforcement Learning Through a Causal Lens Prashan Madumal Tim Miller L. Sonenberg F. Vetere CML 81 357 0 27 May 2019
Adversarial Policies: Attacking Deep Reinforcement Learning Adam Gleave Michael Dennis Cody Wild Neel Kant Sergey Levine Stuart J. Russell AAML 75 350 0 25 May 2019
Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search Lars Buesing T. Weber Yori Zwols S. Racanière A. Guez Jean-Baptiste Lespiau N. Heess CML 103 135 0 15 Nov 2018
Combined Reinforcement Learning via Abstract Representations Vincent François-Lavet Yoshua Bengio Doina Precup Joelle Pineau OffRL 53 89 0 12 Sep 2018
Learning Plannable Representations with Causal InfoGAN Thanard Kurutach Aviv Tamar Ge Yang Stuart J. Russell Pieter Abbeel GAN DRL 63 180 0 24 Jul 2018
Disentangling the independently controllable factors of variation by interacting with the world Valentin Thomas Emmanuel Bengio W. Fedus Jules Pondard Philippe Beaudoin Hugo Larochelle Joelle Pineau Doina Precup Yoshua Bengio DRL CoGe CML 44 61 0 26 Feb 2018
Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution Judea Pearl CML 61 330 0 11 Jan 2018
The Consciousness Prior Yoshua Bengio DRL AI4CE 39 229 0 25 Sep 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 285 18,685 0 20 Jul 2017
Curiosity-driven Exploration by Self-supervised Prediction Deepak Pathak Pulkit Agrawal Alexei A. Efros Trevor Darrell LRM SSL 106 2,423 0 15 May 2017
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 168 2,371 0 21 Jun 2016
Thompson Sampling is Asymptotically Optimal in General Environments Jan Leike Tor Lattimore Laurent Orseau Marcus Hutter 89 39 0 25 Feb 2016
Visual Causal Feature Learning Krzysztof Chalupka Pietro Perona F. Eberhardt CML OOD 63 139 0 07 Dec 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 109 12,163 0 19 Dec 2013
Causes and Explanations: A Structural-Model Approach --- Part 1: Causes J. Halpern Judea Pearl CML 88 72 0 10 Jan 2013
A Philosophical Treatise of Universal Induction Samuel Rathmanner Marcus Hutter AI4CE 72 114 0 28 May 2011