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Predictive Crypto-Asset Automated Market Making Architecture for Decentralized Finance using Deep Reinforcement Learning. (arXiv:2211.01346v1 [q-fin.TR])
cs.LG updates on arXiv.org arxiv.org
The study proposes a quote-driven predictive automated market maker (AMM)
platform with on-chain custody and settlement functions, alongside off-chain
predictive reinforcement learning capabilities to improve liquidity provision
of real-world AMMs. The proposed AMM architecture is an augmentation to the
Uniswap V3, a cryptocurrency AMM protocol, by utilizing a novel market
equilibrium pricing for reduced divergence and slippage loss. Further, the
proposed architecture involves a predictive AMM capability, utilizing a deep
hybrid Long Short-Term Memory (LSTM) and Q-learning reinforcement learning
framework …
architecture arxiv crypto decentralized finance making predictive reinforcement reinforcement learning