A PPO-trained agent that dynamically adjusts Uniswap v3 liquidity ranges beat a fixed 500-hour periodic rebalancing heuristic in 7 of 11 out-of-sample windows on WETH/USDC.
In Companion Proceedings of the Web Conference 2022 , 12–19
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Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning
A PPO-trained agent that dynamically adjusts Uniswap v3 liquidity ranges beat a fixed 500-hour periodic rebalancing heuristic in 7 of 11 out-of-sample windows on WETH/USDC.