Deep Reinforcement Learning for Trading

22 November 2019

Papers citing "Deep Reinforcement Learning for Trading"

27 / 27 papers shown

Title
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation Jaskaran Singh Walia Aarush Sinha Srinitish Srinivasan Srihari Unnikrishnan 59 0 0 24 Feb 2025
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 264 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 47 0 0 12 Feb 2025
TRADES: Generating Realistic Market Simulations with Diffusion Models Leonardo Berti Bardh Prenkaj Paola Velardi DiffM 106 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 35 1 0 18 Jan 2025
Risk-averse policies for natural gas futures trading using distributional reinforcement learning Félicien Hêche Biagio Nigro Oussama Barakat Stephan Robert-Nicoud OffRL 49 0 0 08 Jan 2025
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 95 3 0 20 Aug 2024
MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading Chuqiao Zong Chaojie Wang Molei Qin Lei Feng Xinrun Wang Bo An AIFin 31 4 0 20 Jun 2024
Improving International Climate Policy via Mutually Conditional Binding Commitments J. Heitzig Jörg Oechssler Christoph Proschel N. Ragavan Richie YatLong Lo AI4CE 21 1 0 26 Jul 2023
Deep Reinforcement Learning for Robust Goal-Based Wealth Management Tessa Bauman Bruno Gašperov Stjepan Begušić Z. Kostanjčar AIFin 16 1 0 25 Jul 2023
LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning Outongyi Lv Bingxin Zhou OffRL 44 0 0 05 Jul 2023
Neuro-symbolic Meta Reinforcement Learning for Trading S. Harini Gautam M. Shroff A. Srinivasan Prayushi Faldu L. Vig AIFin 32 3 0 15 Jan 2023
Deep Reinforcement Learning for Cryptocurrency Trading: Practical Approach to Address Backtest Overfitting Berend Gort Xiao-Yang Liu Xinghang Sun Jiechao Gao Shuai Chen Chris Wang 32 13 0 12 Sep 2022
An intelligent algorithmic trading based on a risk-return reinforcement learning algorithm Boyin Jin 24 1 0 23 Aug 2022
Offline Reinforcement Learning with Differential Privacy Dan Qiao Yu Wang OffRL 44 23 0 02 Jun 2022
GALOIS: Boosting Deep Reinforcement Learning via Generalizable Logic Synthesis Yushi Cao Zhiming Li Tianpei Yang Hao Zhang Yan Zheng Yi Li Jianye Hao Yang Liu NAI 38 16 0 27 May 2022
ARLO: A Framework for Automated Reinforcement Learning Marco Mussi Davide Lombarda Alberto Maria Metelli F. Trovò Marcello Restelli OffRL 43 4 0 20 May 2022
Efficient Distributed Framework for Collaborative Multi-Agent Reinforcement Learning Shuhan Qi Shuhao Zhang Xiaohan Hou Jia-jia Zhang Xinyu Wang Jing Xiao 24 0 0 11 May 2022
Reinforcement Learning Policy Recommendation for Interbank Network Stability Alessio Brini G. Tedeschi Daniele Tantari 21 2 0 14 Apr 2022
A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management Amir Saeidi Forouzan Fallah Soroush Barmaki Hamed Farbeh 32 11 0 26 Mar 2022
Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture Kieran Wood Sven Giegerich Stephen J. Roberts S. Zohren AI4TS AIFin 21 21 0 16 Dec 2021
High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning Uta Pigorsch S. Schäfer AIFin 20 10 0 09 Dec 2021
Recent Advances in Reinforcement Learning in Finance B. Hambly Renyuan Xu Huining Yang OffRL 31 168 0 08 Dec 2021
Reinforcement Learning for Quantitative Trading Shuo Sun R. Wang Bo An OffRL AIFin 28 51 0 28 Sep 2021
Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units Zihao Zhang S. Zohren 28 24 0 21 May 2021
Dirichlet policies for reinforced factor portfolios Eric André Guillaume Coqueret 25 7 0 10 Nov 2020
Learning Financial Asset-Specific Trading Rules via Deep Reinforcement Learning Mehran Taghian A. Asadi Reza Safabakhsh AIFin 9 45 0 27 Oct 2020