JAX-LOB: A GPU-Accelerated limit order book simulator to unlock large scale reinforcement learning for trading

Author:

Frey Sascha Yves1ORCID,Li Kang2ORCID,Nagy Peer3ORCID,Sapora Silvia4ORCID,Lu Christopher4ORCID,Zohren Stefan5ORCID,Foerster Jakob4ORCID,Calinescu Anisoara1ORCID

Affiliation:

1. Department of Computer Science, University of Oxford, United Kingdom

2. Department of Statistics, University of Oxford, United Kingdom

3. Oxford-Man Institute of Quantitative Finance, University of Oxford, United Kingdom

4. Foerster Lab for AI Research, University of Oxford, United Kingdom

5. Oxford-Man Institute of Quantitative Finance, University of Oxford, United Kingdom and Man Group, United Kingdom

Funder

UKRI AI World Leading Researcher Fellowship

TAILOR

Hasler Foundation

Publisher

ACM

Reference38 articles.

1. Optimal execution of portfolio transactions

2. ABIDES-gym

3. Igor Babuschkin Kate Baumli Alison Bell Surya Bhupatiraju Jake Bruce Peter Buchlovsky David Budden Trevor Cai Aidan Clark Ivo Danihelka Antoine Dedieu Claudio Fantacci Jonathan Godwin Chris Jones Ross Hemsley Tom Hennigan Matteo Hessel Shaobo Hou Steven Kapturowski Thomas Keck Iurii Kemaev Michael King Markus Kunesch Lena Martens Hamza Merzic Vladimir Mikulik Tamara Norman George Papamakarios John Quan Roman Ring Francisco Ruiz Alvaro Sanchez Rosalia Schneider Eren Sezener Stephen Spencer Srivatsan Srinivasan Wojciech Stokowiec Luyu Wang Guangyao Zhou and Fabio Viola. 2020. The DeepMind JAX Ecosystem. http://github.com/deepmind Igor Babuschkin Kate Baumli Alison Bell Surya Bhupatiraju Jake Bruce Peter Buchlovsky David Budden Trevor Cai Aidan Clark Ivo Danihelka Antoine Dedieu Claudio Fantacci Jonathan Godwin Chris Jones Ross Hemsley Tom Hennigan Matteo Hessel Shaobo Hou Steven Kapturowski Thomas Keck Iurii Kemaev Michael King Markus Kunesch Lena Martens Hamza Merzic Vladimir Mikulik Tamara Norman George Papamakarios John Quan Roman Ring Francisco Ruiz Alvaro Sanchez Rosalia Schneider Eren Sezener Stephen Spencer Srivatsan Srinivasan Wojciech Stokowiec Luyu Wang Guangyao Zhou and Fabio Viola. 2020. The DeepMind JAX Ecosystem. http://github.com/deepmind

4. Fast Agent-Based Simulation Framework with Applications to Reinforcement Learning and the Study of Trading Latency Effects

5. Optimal control of execution costs

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