Symmetry reduction for deep reinforcement learning active control of chaotic spatiotemporal dynamics

9 April 2021

Papers citing "Symmetry reduction for deep reinforcement learning active control of chaotic spatiotemporal dynamics"

15 / 15 papers shown

Title
Building symmetries into data-driven manifold dynamics models for complex flows: application to two-dimensional Kolmogorov flow Carlos E. Pérez De Jesús Alec J. Linot Michael D. Graham AI4CE 87 2 0 15 Dec 2023
Addressing imperfect symmetry: A novel symmetry-learning actor-critic extension Miguel Abreu Luis Paulo Reis Nuno Lau 104 6 0 06 Sep 2023
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 169 1,838 0 13 Dec 2019
Restoring Chaos Using Deep Reinforcement Learning Sumit Vashishtha S. Verma AI4CE 27 14 0 27 Nov 2019
Universal Invariant and Equivariant Graph Neural Networks Nicolas Keriven Gabriel Peyré 196 294 0 13 May 2019
Universal approximations of permutation invariant/equivariant functions by deep neural networks Akiyoshi Sannai Yuuki Takai Matthieu Cordonnier 76 68 0 05 Mar 2019
Efficient collective swimming by harnessing vortices through deep reinforcement learning S. Verma G. Novati Petros Koumoutsakos 65 365 0 07 Feb 2018
Equivariance Through Parameter-Sharing Siamak Ravanbakhsh J. Schneider Barnabás Póczós 100 258 0 27 Feb 2017
Flow Navigation by Smart Microswimmers via Reinforcement Learning S. Colabrese K. Gustavsson A. Celani Luca Biferale 63 158 0 30 Jan 2017
A statistical learning strategy for closed-loop control of fluid flows F. Guéniat L. Mathelin M. Y. Hussaini 41 35 0 11 Apr 2016
Group Equivariant Convolutional Networks Taco S. Cohen Max Welling BDL 176 1,946 0 24 Feb 2016
Exploiting Cyclic Symmetry in Convolutional Neural Networks Sander Dieleman J. Fauw Koray Kavukcuoglu 123 364 0 08 Feb 2016
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 318 7,401 0 05 Jun 2015
Rotation-invariant convolutional neural networks for galaxy morphology prediction Sander Dieleman K. Willett J. Dambre 108 653 0 24 Mar 2015
Understanding image representations by measuring their equivariance and equivalence Karel Lenc Andrea Vedaldi SSL FAtt 122 537 0 21 Nov 2014