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Energy and Delay Optimized Task Offloading Framework in Edge Computing Using DDPG with Dual Critic Attention and Uncertainty-Aware Experience Replay Cover

Energy and Delay Optimized Task Offloading Framework in Edge Computing Using DDPG with Dual Critic Attention and Uncertainty-Aware Experience Replay

Cybernetics and Information Technologies
Volume 26 (2026): Issue 1 (March 2026)
By: Srinivas Byatarayanpura Venkataswamy,  Vinutha Krishnaiah,  S. Veena and  Manjula H. Nebagiri  
Open Access
|Mar 2026

Authors

Srinivas Byatarayanpura Venkataswamy

srinivas.bv@bmsit.in

Department of Computer Science and Engineering, BMS Institute of Technology and Management, Doddaballapura, Yelahanka, Avalahalli, Bengaluru, India

Vinutha Krishnaiah

vinuthak_ise2014@bmsit.in

Department of Computer Science and Engineering, BMS Institute of Technology and Management, Doddaballapura, Yelahanka, Avalahalli, Bengaluru, India

S. Veena

veenas@msrit.edu

Department of CSE(AIML) & CSE(CS), Ramaiah Institute of Technology, MSR Nagar, Bengaluru, India

Manjula H. Nebagiri

manjula.n@shrideviengineering.org

Department of Computer Science and Engineering, Shridevi Institute of Engineering Technology, Lingrajpur, India
DOI: https://doi.org/10.2478/cait-2026-0004 | Journal eISSN: 1314-4081 | Journal ISSN: 1311-9702
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Language: English
Page range: 55 - 71
Submitted on: Aug 12, 2025
|
Accepted on: Dec 3, 2025
|
Published on: Mar 21, 2026
Published by: Bulgarian Academy of Sciences, Institute of Information and Communication Technologies
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Deep Deterministic Policy Gradient (DDPG),
Dual Critic Attention (DCA),
Markov Decision Process (MDP),
Task success rates,
and Uncertainty-aware Prioritized Experience Replay (UPER)
Related subjects:
Computer sciences,
Information technology

© 2026 Srinivas Byatarayanpura Venkataswamy, Vinutha Krishnaiah, S. Veena, Manjula H. Nebagiri, published by Bulgarian Academy of Sciences, Institute of Information and Communication Technologies
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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