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

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AlphaTrade

Research in Limit Order Book for Optimal Execution

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  • perception, predicting, planning&controlling

Architecture of the package:

  • gymnax_exchange: the GPU version of rl_environment
    • jaxob: Jax limit order book
    • jaxen: Jax trading_environment
    • jaxrl: Jax training loop

Outlines for our work:

  • Converting into Jax

  • Baseline Models(TWAP, VWAP), Pre-train(Imitation Learning, GAIL)

  • Representing the order book

  • Generating Order Flows by Tockenizing with Large Language Models

  • Anyone who might conribute codes to this repositry, please send email to me: [email protected]

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

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