Incorporating Relational Background Knowledge into Reinforcement
Learning via Differentiable Inductive Logic Programming

Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programming

23 March 2020

Ali Payani

Faramarz Fekri

Papers citing "Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programming"

14 / 14 papers shown

Title
Inductive Logic Programming via Differentiable Deep Neural Logic Networks Ali Payani Faramarz Fekri AI4CE 24 41 0 08 Jun 2019
Neural Logic Reinforcement Learning Zhengyao Jiang Shan Luo NAI 36 72 0 24 Apr 2019
Relational Deep Reinforcement Learning V. Zambaldi David Raposo Adam Santoro V. Bapst Yujia Li ... Victoria Langston Razvan Pascanu M. Botvinick Oriol Vinyals Peter W. Battaglia OffRL 66 219 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 325 3,101 0 04 Jun 2018
Learning Explanatory Rules from Noisy Data Richard Evans Edward Grefenstette 89 482 0 13 Nov 2017
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 79 797 0 01 Nov 2017
Rainbow: Combining Improvements in Deep Reinforcement Learning Matteo Hessel Joseph Modayil H. V. Hasselt Tom Schaul Georg Ostrovski Will Dabney Dan Horgan Bilal Piot M. G. Azar David Silver OffRL 83 2,255 0 06 Oct 2017
graph2vec: Learning Distributed Representations of Graphs A. Narayanan Mahinthan Chandramohan R. Venkatesan Lihui Chen Yang Liu Shantanu Jaiswal GNN 43 734 0 17 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 309 129,831 0 12 Jun 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 90 1,610 0 05 Jun 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 276 18,300 0 27 May 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 150 8,805 0 04 Feb 2016
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 100 7,590 0 22 Sep 2015
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 63 12,163 0 19 Dec 2013