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Jamal Bentahar

Concordia University

Canada

SCHOLARLY PAPERS

9

DOWNLOADS

441

TOTAL CITATIONS

2

Scholarly Papers (9)

1.

Adaptive Agentic Meta-Controller (AAMC): A Reinforcement Learning Framework for Intelligent SLM/LLM Orchestration

Number of pages: 23 Posted: 27 Oct 2025
Aqaba University of Technology, Concordia University, Aqaba University of Technology, University of Alberta and affiliation not provided to SSRN
Downloads 104 (694,528)

Abstract:

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Large language models, Small Language Models, Reinforcement Learning, Agentic Systems, Model Orchestration

Enhanced Dynamic Deep Q-Network for Federated Learning Scheduling Policies on Iot Devices Using Explanation-Driven Trust

Number of pages: 35 Posted: 05 Aug 2024
Aqaba University of Technology, Concordia University, Concordia University, University of Alberta, Aqaba University of Technology, Aqaba University of Technology and Concordia University
Downloads 36 (1,281,607)

Abstract:

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Internet of Things (IoT) and Edge Computing, Federated Learning (FL), Trust, task scheduling, Dynamic Deep Q-Network (Dynamic-DQN)

3.

A Geographic-Semantic Context-Aware Urban Commuting Flow Prediction Model Using Graph Neural Network

Number of pages: 35 Posted: 20 Jan 2024
Concordia University, Concordia University, Concordia University, Concordia University, Quebec and East China Normal University, School of Computer Science and Technology
Downloads 64 (924,743)

Abstract:

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Human mobility, Commuting flow prediction, Graph Neural Network, Geographic and semantic adjacency

4.

Mv-Checker: A Software Tool for Multi-Valued Model Checking Intelligent Applications with Trust and Commitment

Number of pages: 31 Posted: 10 Jul 2023
Concordia University, Concordia University, affiliation not provided to SSRN and University of Alberta
Downloads 55 (1,010,164)

Abstract:

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Multi-valued model checking, Intelligent systems (IS), Trust, Lattice-valued propositional logics, Uncertainty, Inconsistency

5.

Blockchain-Based Crowdsourced Deep Reinforcement Learning as a Service

Number of pages: 31 Posted: 09 Mar 2024
Concordia University, Khalifa University, Khalifa University, Khalifa University and Concordia University
Downloads 50 (1,074,648)
Citation 2

Abstract:

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Deep reinforcement learning, Crowdsourcing, Blockchain, MLaaS, DRLaaS

6.

Dandelion Center Detection in Perennial Ryegrass with Heat Maps Using Convolutional Neural Networks

Number of pages: 23 Posted: 13 Jan 2024
Ibrahim Babiker, Jamal Bentahar and Wen-Fang Xie
Concordia University, Concordia University and Concordia University
Downloads 41 (1,196,171)

Abstract:

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Dandelion Weed, Labeling, Semantic segmentation, Convolution Neural Network, Loss Functions

7.

FDF-MARL: Federated Multi-Agent Reinforcement Learning for Demographic Fairness

Number of pages: 15 Posted: 09 Dec 2025
Khalifa University, Khalifa University, Khalifa University, Khalifa University, Concordia University and Khalifa University
Downloads 37 (1,249,711)

Abstract:

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Fairness, Multi-agent Reinforcement Learning, Federated Learning, demographic bias, Privacy

8.

Modeling and Verifying Trust Autonomous Monitoring Systems Using 9-Valued Logic: A Case Study on Fire Detection Using Uavs

Number of pages: 30 Posted: 30 Sep 2024
Concordia University, Concordia University, affiliation not provided to SSRN and University of Alberta
Downloads 33 (1,290,922)

Abstract:

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Multi-valued model checking, Autonomous monitoring systems, Trust protocols, Lattice-valued logics

9.

An End-to-End Framework for Multi-Agent Motion Planning with Deep Reinforcement Learning and Transformers

Number of pages: 50 Posted: 25 Aug 2025
Aqaba University of Technology, Concordia University, Concordia University, Concordia University, Concordia University, Aqaba University of Technology, Polytechnique Montréal and Aqaba University of Technology
Downloads 21 (1,491,251)

Abstract:

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Motion Planning, Multi-Agent Proximal Policy Optimization (MAPPO), Graph neural networks (GNNs), Multi-Agent Systems (MAS), Transformers