FINRL-Review

This repo is used for Financial Reinforcement Learning paper review.

Portforlio Management

A deep reinforcement learning framework for the financial portfolio management problem (2017)[paper] [github]
Adversarial Deep Reinforcement Learning in Portfolio Management (2018)[paper] [github page]
Model-based deep reinforcement learning for dynamic portfolio optimization (2019)[paper]
Using Reinforcement Learning in the Algorithmic Trading Problem (Journal of Communications Technology and Electronics, 2019)[paper]
Deep Reinforcement Learning for Trading (2019)[paper]
Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States (AAAI 2020)[paper]
Adaptive Quantitative Trading An Imitative Deep Reinforcement Learning Approach (AAAI 2020)[paper]
Deep Deterministic Portfolio Optimization (submitted to The Journal of Finance and Data Science 2020)[paper]

Reinforcement learning in financial markets - a survey (2018)[paper]
Deep Reinforcement Learning in Quantitative Algorithmic Trading: A Review (2021)[paper]
Deep Reinforcement Learning for Trading—A Critical Survey (2021)[paper]