English(EN) SAiFE-gym: Model-based Environments for Automated Market Making with Concentrated Liquidity

新的Python模块模拟了集中流动性的自动化做市

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-17 04:00

研究人员开发了SAiFE-gym，一个旨在模拟集中流动性自动化做市环境的Python模块。该工具允许在恒定乘积市场中研究交易策略，使流动性提供者能够根据市场状况动态调整其资本配置。该模块针对可扩展性和高维强化学习工作流程进行了优化，有助于在复杂的市场场景中评估RL代理。 AI

影响为金融交易中的强化学习代理提供了一个可扩展的模拟环境，有可能加速自动化做市的研究。

排序理由该条目描述了一个用于模拟金融市场的新软件模块，作为arXiv上的研究论文发布。[lever_c_demoted from research: ic=1 ai=0.7]

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arXiv cs.AI TIER_1 English(EN) · Georgios Chionas, Charalampos Kleitsikas, Stefanos Leonardos, Leandro S\'anchez-Betancourt, Carmine Ventre · 2026-09-17 04:00

SAiFE-gym: 自动化做市的基于模型的环境与集中流动性

arXiv:2609.17788v1 Announce Type: cross Abstract: We present SAiFE_gym, a Python module that provides a collection of simulation environments for studying trading problems in Constant Product Markets (CPMs) with Concentrated Liquidity (CL). These markets give Liquidity Providers …