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Reinforcement-Learning based Portfolio Management with Augmented Asset
  Movement Prediction States

Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States

AAAI Conference on Artificial Intelligence (AAAI), 2020
9 February 2020
Yunan Ye
Hengzhi Pei
Wei Ping
Pin-Yu Chen
Yada Zhu
Jun Xiao
Yue Liu
    AIFin
ArXiv (abs)PDFHTML

Papers citing "Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States"

47 / 47 papers shown
Hybrid LSTM and PPO Networks for Dynamic Portfolio Optimization
Hybrid LSTM and PPO Networks for Dynamic Portfolio Optimization
Jun Kevin
Pujianto Yugopuspito
63
0
0
22 Nov 2025
LiveTradeBench: Seeking Real-World Alpha with Large Language Models
LiveTradeBench: Seeking Real-World Alpha with Large Language Models
Haofei Yu
Fenghai Li
Jiaxuan You
LLMAGLRM
312
8
0
05 Nov 2025
Directional-Clamp PPO
Directional-Clamp PPO
Gilad Karpel
Ruida Zhou
Shoham Sabach
Mohammad Ghavamzadeh
110
0
0
04 Nov 2025
Hierarchical AI Multi-Agent Fundamental Investing: Evidence from China's A-Share Market
Hierarchical AI Multi-Agent Fundamental Investing: Evidence from China's A-Share Market
Chujun He
Zhonghao Huang
Xiangguo Li
Ye Luo
Kewei Ma
Yuxuan Xiong
Xiaowei Zhang
Mingyang Zhao
AIFin
236
0
0
24 Oct 2025
FinXplore: An Adaptive Deep Reinforcement Learning Framework for Balancing and Discovering Investment Opportunities
FinXplore: An Adaptive Deep Reinforcement Learning Framework for Balancing and Discovering Investment Opportunities
Himanshu Choudhary
Arishi Orra
Manoj Thakur
91
2
0
05 Sep 2025
MTS: A Deep Reinforcement Learning Portfolio Management Framework with Time-Awareness and Short-Selling
MTS: A Deep Reinforcement Learning Portfolio Management Framework with Time-Awareness and Short-Selling
Fengchen Gu
Zhengyong Jiang
Ángel García-Fernández
Angelos Stefanidis
Jionglong Su
Huakang Li
AI4TSAIFin
309
10
0
06 Mar 2025
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial TradingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Guojun Xiong
Zhiyang Deng
Penglei Gao
Yun Feng
Haohang Li
...
Kaleb Smith
Xiao-Yang Liu
J. Huang
Sophia Ananiadou
Qianqian Xie
AIFin
1.1K
21
0
20 Feb 2025
Dynamic Portfolio Optimization via Augmented DDPG with Quantum Price Levels-Based Trading Strategy
Dynamic Portfolio Optimization via Augmented DDPG with Quantum Price Levels-Based Trading StrategyIEEE International Joint Conference on Neural Network (IJCNN), 2023
Runsheng Lin
Zihan Xing
Mingze Ma
Raymond S.T. Lee
336
3
0
15 Jan 2025
A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning
A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning
Tian Ding
Yue Xi
Angelos Stefanidis
Zhengyong Jiang
Jionglong Su
227
10
0
12 Jan 2025
MILLION: A General Multi-Objective Framework with Controllable Risk for
  Portfolio Management
MILLION: A General Multi-Objective Framework with Controllable Risk for Portfolio ManagementProceedings of the VLDB Endowment (PVLDB), 2024
Liwei Deng
Tianfu Wang
Yan Zhao
Kai Zheng
255
6
0
04 Dec 2024
Learning Multiple Initial Solutions to Optimization Problems
Learning Multiple Initial Solutions to Optimization Problems
Elad Sharony
Heng Yang
Tong Che
Marco Pavone
Shie Mannor
Peter Karkus
435
5
0
04 Nov 2024
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs
Qianggang Ding
Haochen Shi
Jiadong Guo
Bang Liu
AIFin
475
10
0
16 Oct 2024
Modeling News Interactions and Influence for Financial Market Prediction
Modeling News Interactions and Influence for Financial Market PredictionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Mengyu Wang
Shay B. Cohen
Tiejun Ma
AIFin
234
8
0
14 Oct 2024
MANA-Net: Mitigating Aggregated Sentiment Homogenization with News
  Weighting for Enhanced Market Prediction
MANA-Net: Mitigating Aggregated Sentiment Homogenization with News Weighting for Enhanced Market PredictionInternational Conference on Information and Knowledge Management (CIKM), 2024
Mengyu Wang
Tiejun Ma
AIFin
291
9
0
09 Sep 2024
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey
The Evolution of Reinforcement Learning in Quantitative Finance: A SurveyACM Computing Surveys (ACM CSUR), 2024
Nikolaos Pippas
Cagatay Turkay
Elliot A. Ludvig
AIFin
678
21
0
20 Aug 2024
Solving General Natural-Language-Description Optimization Problems with
  Large Language Models
Solving General Natural-Language-Description Optimization Problems with Large Language Models
Jihai Zhang
Wei Wang
Siyan Guo
Li Wang
Fangquan Lin
Cheng Yang
Wotao Yin
265
21
0
09 Jul 2024
Financial Assets Dependency Prediction Utilizing Spatiotemporal Patterns
Financial Assets Dependency Prediction Utilizing Spatiotemporal Patterns
Haoren Zhu
Pengfei Zhao
Wilfred Siu Hung NG
Dik Lun Lee
149
0
0
13 Jun 2024
Deep Reinforcement Learning and Mean-Variance Strategies for Responsible
  Portfolio Optimization
Deep Reinforcement Learning and Mean-Variance Strategies for Responsible Portfolio Optimization
Fernando Acero
Parisa Zehtabi
Nicolas Marchesotti
Michael Cashmore
Daniele Magazzeni
Manuela Veloso
OOD
348
6
0
25 Mar 2024
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented,
  Diversified, and Generalist
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist
Wentao Zhang
Lingxuan Zhao
Haochong Xia
Shuo Sun
Jiaze Sun
...
Yilei Zhao
Xinyu Cai
Longtao Zheng
Xinrun Wang
Rui Hu
AIFin
612
142
0
28 Feb 2024
Combining Transformer based Deep Reinforcement Learning with
  Black-Litterman Model for Portfolio Optimization
Combining Transformer based Deep Reinforcement Learning with Black-Litterman Model for Portfolio Optimization
Tian Ding
Angelos Stefanidis
Zhengyong Jiang
AI Schoolof
215
22
0
23 Feb 2024
Developing A Multi-Agent and Self-Adaptive Framework with Deep
  Reinforcement Learning for Dynamic Portfolio Risk Management
Developing A Multi-Agent and Self-Adaptive Framework with Deep Reinforcement Learning for Dynamic Portfolio Risk Management
Zhenglong Li
Vincent Tam
Kwan L. Yeung
316
13
0
01 Feb 2024
Reinforcement Learning with Maskable Stock Representation for Portfolio
  Management in Customizable Stock Pools
Reinforcement Learning with Maskable Stock Representation for Portfolio Management in Customizable Stock Pools
Wentao Zhang
Yilei Zhao
Shuo Sun
Jie Ying
Yonggang Xie
Zitao Song
Xinrun Wang
Rui Hu
AIFinOOD
547
18
0
17 Nov 2023
Causal Inference on Investment Constraints and Non-stationarity in
  Dynamic Portfolio Optimization through Reinforcement Learning
Causal Inference on Investment Constraints and Non-stationarity in Dynamic Portfolio Optimization through Reinforcement Learning
Yasuhiro Nakayama
Tomochika Sawaki
197
1
0
08 Nov 2023
An Ensemble Method of Deep Reinforcement Learning for Automated
  Cryptocurrency Trading
An Ensemble Method of Deep Reinforcement Learning for Automated Cryptocurrency TradingInternational Conference on Blockchain (ICB), 2023
Shuyang Wang
Diego Klabjan
265
5
0
27 Jul 2023
Learning Multi-Agent Intention-Aware Communication for Optimal
  Multi-Order Execution in Finance
Learning Multi-Agent Intention-Aware Communication for Optimal Multi-Order Execution in FinanceKnowledge Discovery and Data Mining (KDD), 2023
Yuchen Fang
Zhen-Yu Tang
Kan Ren
Yuante Li
Li Zhao
Jiang Bian
Dongsheng Li
Weinan Zhang
Yong Yu
Tie-Yan Liu
215
14
0
06 Jul 2023
Benchmarking Robustness of Deep Reinforcement Learning approaches to
  Online Portfolio Management
Benchmarking Robustness of Deep Reinforcement Learning approaches to Online Portfolio ManagementInternational Symposium on INnovations in Intelligent SysTems and Applications (INISTA), 2023
Marc Velay
Bich-Liên Doan
Arpad Rimmel
Fabrice Popineau
Fabrice Daniel
279
4
0
19 Jun 2023
Model Conversion via Differentially Private Data-Free Distillation
Model Conversion via Differentially Private Data-Free DistillationInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Bochao Liu
Pengju Wang
Shikun Li
Dan Zeng
Shiming Ge
FedML
209
7
0
25 Apr 2023
PRUDEX-Compass: Towards Systematic Evaluation of Reinforcement Learning
  in Financial Markets
PRUDEX-Compass: Towards Systematic Evaluation of Reinforcement Learning in Financial Markets
Shuo Sun
Molei Qin
Xinrun Wang
Bo An
FaMLOffRLAIFin
444
10
0
14 Jan 2023
A Novel Experts Advice Aggregation Framework Using Deep Reinforcement
  Learning for Portfolio Management
A Novel Experts Advice Aggregation Framework Using Deep Reinforcement Learning for Portfolio Management
MohammadAmin Fazli
M. Lashkari
Hamed Taherkhani
J. Habibi
AIFin
297
2
0
29 Dec 2022
Multi-Agent Reinforcement Learning with Shared Resources for Inventory
  Management
Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management
Yuandong Ding
Ming Feng
Guozi Liu
Wei Jiang
Wei Shen
Li Zhao
Lei Song
Houqiang Li
Yan Jin
Jiang Bian
333
21
0
15 Dec 2022
Reinforcement Learning Applied to Trading Systems: A Survey
Reinforcement Learning Applied to Trading Systems: A Survey
L. Felizardo
Francisco Caio Lima Paiva
Anna Helena Reali Costa
E. Del-Moral-Hernandez
AIFin
197
4
0
01 Nov 2022
MetaTrader: An Reinforcement Learning Approach Integrating Diverse
  Policies for Portfolio Optimization
MetaTrader: An Reinforcement Learning Approach Integrating Diverse Policies for Portfolio OptimizationInternational Conference on Information and Knowledge Management (CIKM), 2022
Hui Niu
Siyuan Li
Jian Li
AIFin
321
49
0
01 Sep 2022
Asset Allocation: From Markowitz to Deep Reinforcement Learning
Asset Allocation: From Markowitz to Deep Reinforcement LearningSocial Science Research Network (SSRN), 2022
Ricard Durall
214
9
0
14 Jul 2022
Applications of Reinforcement Learning in Finance -- Trading with a
  Double Deep Q-Network
Applications of Reinforcement Learning in Finance -- Trading with a Double Deep Q-Network
Frensi Zejnullahu
Maurice Moser
Joerg Osterrieder
AIFin
214
8
0
28 Jun 2022
DeepScalper: A Risk-Aware Reinforcement Learning Framework to Capture
  Fleeting Intraday Trading Opportunities
DeepScalper: A Risk-Aware Reinforcement Learning Framework to Capture Fleeting Intraday Trading Opportunities
Shuo Sun
Wanqi Xue
Rongpin Wang
Xu He
Junlei Zhu
Jian Li
Bo An
405
35
0
15 Dec 2021
Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning
  Approach
Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning ApproachInternational Conference on AI in Finance (ICAF), 2021
Francisco Caio Lima Paiva
L. Felizardo
Reinaldo A. C. Bianchi
Anna Helena Reali Costa
AIFin
168
9
0
14 Nov 2021
Reinforcement Learning for Quantitative Trading
Reinforcement Learning for Quantitative Trading
Shuo Sun
Rongpin Wang
Bo An
OffRLAIFin
324
82
0
28 Sep 2021
A Novel Deep Reinforcement Learning Based Stock Direction Prediction
  using Knowledge Graph and Community Aware Sentiments
A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments
Anil Berk Altuner
Zeynep Hilal Kilimci
AIFin
155
19
0
02 Jul 2021
CROP: Certifying Robust Policies for Reinforcement Learning through
  Functional Smoothing
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing
Fan Wu
Linyi Li
Zijian Huang
Yevgeniy Vorobeychik
Ding Zhao
Yue Liu
AAMLOffRL
229
64
0
17 Jun 2021
Adaptive learning for financial markets mixing model-based and
  model-free RL for volatility targeting
Adaptive learning for financial markets mixing model-based and model-free RL for volatility targetingSocial Science Research Network (SSRN), 2021
Eric Benhamou
David Saltiel
S. Tabachnik
Sui Kai Wong
François Chareyron
OOD
248
4
0
19 Apr 2021
DataLens: Scalable Privacy Preserving Training via Gradient Compression
  and Aggregation
DataLens: Scalable Privacy Preserving Training via Gradient Compression and AggregationConference on Computer and Communications Security (CCS), 2021
Wei Ping
Fan Wu
Yunhui Long
Luka Rimanic
Ce Zhang
Yue Liu
FedML
794
76
0
20 Mar 2021
MSPM: A Modularized and Scalable Multi-Agent Reinforcement
  Learning-based System for Financial Portfolio Management
MSPM: A Modularized and Scalable Multi-Agent Reinforcement Learning-based System for Financial Portfolio ManagementPLoS ONE (PLOS ONE), 2021
Zhenhan Huang
F. Tanaka
AIFin
335
38
0
06 Feb 2021
Universal Trading for Order Execution with Oracle Policy Distillation
Universal Trading for Order Execution with Oracle Policy DistillationAAAI Conference on Artificial Intelligence (AAAI), 2021
Yuchen Fang
Kan Ren
Yuante Li
Dong Zhou
Weinan Zhang
Jiang Bian
Yong Yu
Tie-Yan Liu
OffRL
282
52
0
28 Jan 2021
Deep Stock Trading: A Hierarchical Reinforcement Learning Framework for
  Portfolio Optimization and Order Execution
Deep Stock Trading: A Hierarchical Reinforcement Learning Framework for Portfolio Optimization and Order ExecutionAAAI Conference on Artificial Intelligence (AAAI), 2020
Rongpin Wang
Jianguo Huang
Bo An
Zhouyan Feng
Jun Yao
AIFin
467
50
0
23 Dec 2020
Bridging the gap between Markowitz planning and deep reinforcement
  learning
Bridging the gap between Markowitz planning and deep reinforcement learning
Eric Benhamou
David Saltiel
Sandrine Ungari
Abhishek Mukhopadhyay
OffRL
199
24
0
30 Sep 2020
AAMDRL: Augmented Asset Management with Deep Reinforcement Learning
AAMDRL: Augmented Asset Management with Deep Reinforcement Learning
Eric Benhamou
David Saltiel
Sandrine Ungari
Abhishek Mukhopadhyay
Jamal Atif
195
10
0
30 Sep 2020
Time your hedge with Deep Reinforcement Learning
Time your hedge with Deep Reinforcement LearningSocial Science Research Network (SSRN), 2020
Eric Benhamou
David Saltiel
Sandrine Ungari
Abhishek Mukhopadhyay
AIFin
207
16
0
16 Sep 2020
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