Resource Constrained Deep Reinforcement Learning

3 December 2018

Papers citing "Resource Constrained Deep Reinforcement Learning"

21 / 21 papers shown

Title
Situational-Constrained Sequential Resources Allocation via Reinforcement Learning Libo Zhang Yang Chen Toru Takisaka Kaiqi Zhao Weidong Li Jiamou Liu 23 0 0 17 Jun 2025
Efficient Action-Constrained Reinforcement Learning via Acceptance-Rejection Method and Augmented MDPs Wei-Ting Hung Shao-Hua Sun Ping-Chun Hsieh 73 0 0 17 Mar 2025
Polynomial-Time Approximability of Constrained Reinforcement Learning Jeremy McMahan 425 0 0 11 Feb 2025
Leveraging Constraint Violation Signals For Action-Constrained Reinforcement Learning J. Brahmanage Jiajing Ling Akshat Kumar 146 0 0 08 Feb 2025
Autoregressive Policy Optimization for Constrained Allocation Tasks David Winkel Niklas Strauß Maximilian Bernhard Zongyue Li Thomas Seidl Matthias Schubert 56 0 0 27 Sep 2024
GLinSAT: The General Linear Satisfiability Neural Network Layer By Accelerated Gradient Descent Hongtai Zeng Chao Yang Yanzhen Zhou Cheng Yang Qinglai Guo 60 0 0 26 Sep 2024
$$\mathrm{E^{2}CFD}$: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model$ $\mathrm{E^{2}CFD}$ : Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model Zepeng Wang Chao Ma Linjiang Zhou Libing Wu Lei Yang Xiaochuan Shi Guojun Peng OffRL 89 0 0 08 Jul 2024
Deterministic Policies for Constrained Reinforcement Learning in Polynomial-Time Jeremy McMahan 77 2 0 23 May 2024
FlowPG: Action-constrained Policy Gradient with Normalizing Flows J. Brahmanage Jiajing Ling Akshat Kumar 68 4 0 07 Feb 2024
Generative Modelling of Stochastic Actions with Arbitrary Constraints in Reinforcement Learning Changyu Chen Ramesha Karunasena Thanh Hong Nguyen Arunesh Sinha Pradeep Varakantham 93 9 0 26 Nov 2023
Anytime-Constrained Reinforcement Learning Jeremy McMahan Xiaojin Zhu 55 5 0 09 Nov 2023
Reduced Policy Optimization for Continuous Control with Hard Constraints Shutong Ding Jingya Wang Yali Du Ye-ling Shi 51 6 0 14 Oct 2023
Constrained Reinforcement Learning for Dynamic Material Handling Chengpeng Hu Ziming Wang Jialin Liu J. Wen Bifei Mao Xinghu Yao 117 1 0 23 May 2023
Benchmarking Actor-Critic Deep Reinforcement Learning Algorithms for Robotics Control with Action Constraints Kazumi Kasaura Shuwa Miura Tadashi Kozuno Ryo Yonetani Kenta Hoshino Y. Hosoe 75 14 0 18 Apr 2023
Efficient Exploration in Resource-Restricted Reinforcement Learning Zhihai Wang Taoxing Pan Qi Zhou Jie Wang OffRL 46 12 0 14 Dec 2022
Neural-Progressive Hedging: Enforcing Constraints in Reinforcement Learning with Stochastic Programming Supriyo Ghosh L. Wynter Shiau Hong Lim D. Nguyen 55 0 0 27 Feb 2022
CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing Yongshuai Liu J. Ding Zhi-Li Zhang Xin Liu 82 21 0 16 Nov 2021
Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement Learning via Frank-Wolfe Policy Optimization Jyun-Li Lin Wei-Ting Hung Shangtong Yang Ping-Chun Hsieh Xi Liu 100 14 0 22 Feb 2021
Reinforcement learning with distance-based incentive/penalty (DIP) updates for highly constrained industrial control systems Hyungju Park Daiki Min Jong-hyun Ryu D. Choi 8 0 0 22 Nov 2020
Solving Online Threat Screening Games using Constrained Action Space Reinforcement Learning Sanket Shah Arunesh Sinha Pradeep Varakantham Andrew Perrault Milind Tambe 64 12 0 20 Nov 2019
An intelligent financial portfolio trading strategy using deep Q-learning Hyungju Park M. Sim D. Choi AIFin 95 89 0 08 Jul 2019