International Conference on Computer and Knowledge Engineering

Please wait ...

Home / 15th International Conference on Computer and Knowledge Engineering

Adaptive Prioritization in Experience Replay Using Feedback from Multiple Learning Signals

Authors :

Seyed Hossein Mostafavi¹ Mohammad Bagher Naghibi Sistani²

1- Ferdowsi university of mashhad 2- Ferdowsi university of mashhad

Keywords :

Deep reinforcement learning،experience replay،prioritized experience replay،multi-criteria sampling،adaptive weighting

Abstract :

Deep reinforcement learning (DRL) has made significant progress in recent years. Many DRL algorithms utilize experience replay to store past experiences and reuse them during training. One main challenge in this process is choosing which experiences to sample. While most previous methods rely on one or two sampling criteria, this study introduces a method that incorporates four distinct criteria, with their weights adaptively tuned based on environmental feedback. Simulation results demonstrate that the proposed method outperforms previous approaches in various reinforcement learning environments.

List of archived papers

Adaptive Sliding Window Optimization for Multi-Dimensional Data Streams Using Reinforcement Learning

Abolfazl Zarghani

A Novel Approach for Image-Text Matching Cross-Modal Space Learning

Amirreza Ebrahimi - Mohammad Javad Parseh - Pejman Rasti

A Survey of the AVOA Metaheuristic Algorithm and its Suitability for Power System Optimization and Damping Controller Design

Aliyu Sabo - Theophilus Ebuka Odoh - Samuel Habu - Hossien Shahinzadeh - Farshad Ebrahimi

Automatic Infrared-Based Volume and Mass Estimation System for Agricultural Products

Seyed Muhammad Hossein Mousavi - S. Muhammad Hassan Mosavi

Prediction of rTMS Treatment Response in Depression Using a Frequency-Based EEG Biomarker

Ali Asadi Zeidabadi - Saeid Rashidi

Realism in Action: Anomaly-Aware Diagnosis of Brain Tumors from Medical Images Using YOLOv8 and DeiT

Seyed Mohammad Hossein Hashemi - Leila Safari - Mohsen Hooshmand - Amirhossein Dadashzadeh Taromi

Sports News Summarization Using Ensebmle Learning

Moein Sartakhti.salimi@gmail.com - Mohammad Javad Maleki Kahaki - Ahmad Yoosofan - Seyyed Vahid Moravvej

Robust Distributed Learning over Heterogeneous Adaptive Networks based on Federated BSP Model

Fatemeh Barani - MohammadHafez Yari - Abdorreza Savadi - Hadi Sadoghi Yazdi

Trust Management Enhancement for the Internet of Things: a Smart Contract Approach

Amin Rouzbahani - Fattaneh Taghiyareh

Efficient Sub-Carrier Relationship Extraction for Human Activity Recognition via EEGNet in Wireless Sensing

Siavash Zaravashan - Sadegh ArefiZadeh - Sajjad Torabi

more

Samin Hamayesh - Version 44.9.3