q-fin.TR · 2026-08-21 · No. 91
Trading and Market Microstructure, 2026-08-21.
1 new papers in q-fin.TR. Titles, authors,
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01 — The papers
1 entries-
01
Concentrated Liquidity Provision: a Reinforcement Learning Perspective
Georgios Chionas, Charalampos Kleitsikas, Stefanos Leonardos, Leandro Sánchez-Betancourt, Carmine Ventre
q-fin.TR · cs.AI · cs.LG · q-fin.CP · q-fin.MF
Automated market makers (AMMs) are a cornerstone of decentralised finance (DeFi). Constant product markets with concentrated liquidity, such as UniswapV3, are now a well-established design. In these markets, liquidity providers (LPs) face a sequential decision problem: they must decide when to rebalance their positions and which price ranges to allocate capital to as market conditions evolve. We formulate dynamic liquidity provision as a...
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