Deep Reinforcement Learning for Trading

Deep Reinforcement Learning for Trading

22 November 2019

Stephen J. Roberts

Papers citing "Deep Reinforcement Learning for Trading"

16 / 16 papers shown

Title
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading Guojun Xiong Zhiyang Deng Keyi Wang Yupeng Cao Haohang Li ... Kaleb Smith Xiao-Yang Liu J. Huang Sophia Ananiadou Qianqian Xie AIFin 360 1 0 20 Feb 2025
TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Leonardo Berti Gjergji Kasneci AI4TS 97 0 0 12 Feb 2025
TRADES: Generating Realistic Market Simulations with Diffusion Models Leonardo Berti Bardh Prenkaj Paola Velardi DiffM 147 1 0 31 Jan 2025
Revisiting Ensemble Methods for Stock Trading and Crypto Trading Tasks at ACM ICAIF FinRL Contest 2023-2024 Nikolaus Holzer Keyi Wang Kairong Xiao Xiao-Yang Liu Yanglet AIFin 55 1 0 18 Jan 2025
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 134 3 0 20 Aug 2024
Enhancing Time Series Momentum Strategies Using Deep Neural Networks Bryan Lim S. Zohren Stephen J. Roberts AIFin AI4TS 28 90 0 09 Apr 2019
Practical Deep Reinforcement Learning Approach for Stock Trading Xiao-Yang Liu Zhuoran Xiong Shanli Zhong Hongyang Yang A. Elwalid AIFin 30 164 0 19 Nov 2018
Financial Trading as a Game: A Deep Reinforcement Learning Approach Chien-Yi Huang AIFin 47 72 0 08 Jul 2018
Universal features of price formation in financial markets: perspectives from Deep Learning Justin A. Sirignano R. Cont AIFin 52 255 0 19 Mar 2018
A Distributional Perspective on Reinforcement Learning Marc G. Bellemare Will Dabney Rémi Munos OffRL 77 1,497 0 21 Jul 2017
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 168 8,805 0 04 Feb 2016
Dueling Network Architectures for Deep Reinforcement Learning Ziyun Wang Tom Schaul Matteo Hessel H. V. Hasselt Marc Lanctot Nando de Freitas OffRL 67 3,742 0 20 Nov 2015
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 134 7,590 0 22 Sep 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 970 149,474 0 22 Dec 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 103 12,163 0 19 Dec 2013
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 139 7,711 0 02 Mar 2011