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

Beyond Appearance: Transformer-based Person Identification from Conversational Dynamics

Masoumeh Chapariniya - Teodora Vukovic - Sarah Ebling - Volker Dellwo

Developing Convolutional Neural Networks using a Novel Lamarckian Co-Evolutionary Algorithm

Zaniar Sharifi - Khabat Soltanian - Ali Amiri

An overview of Business Intelligence research in healthcare organizations using a topic modeling approach

Mohammad Mehraeen - Laya Mahmoudi - Mohammad Hossein Sharifi

Optimal PMU Placement Considering Reliability of Measurement System in Smart Grids

Mohammad Shahraeini - Shahla Khormali - Ahad Alvandi

Deep Learning-based Processing of Autonomous Vehicle Radar Data to Achieve High Resolution

Nima Abdolrahimi Shahamat - Vahideh Moghtadaiee - Esfandiar Mehrshahi

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

Seyed Muhammad Hossein Mousavi - S. Muhammad Hassan Mosavi

Delta-Audit: Explaining What Changes When Models Change

Arshia Hemmat - Afsane Fatemi

TriMAE: Fashion visual search with Triplet Masked Auto Encoder Vision Transformer

Lachin Zamani - Reza Azmi

A Robust Network for Embedded Traffic Sign Recognation.

Omid Nejati Manzari - Shahriar Baradaran Shokouhi

A Novel Hybrid Method for Clustering Text Documents using Evolutionary Optimization

Muhammad Naderi - Maryam Amiri

more

Samin Hamayesh - Version 44.12.3