publications

Selected publications and research papers.

2026

  1. IEEE TBD
    A Structure-Agnostic Multi-Objective Evolutionary Weight-Sharing Compression Framework for Deep Neural Networks
    R. Khosrowshahli, S. Rahnamayan, and B. Ombuki-Berman
    Accepted as a regular paper at IEEE Transactions on Big Data, 2026
  2. Canadian AI
    Multi-Objective Reference-Aligned Machine Unlearning
    Rasa Khosrowshahli, Stephen Asobiela, Beatrice Ombuki-Berman, and 1 more author
    Accepted as a short paper at Canadian AI 2026

2025

  1. Sci. Rep.
    Enhancing image retrieval through optimal barcode representation
    R. Khosrowshahli, F. Kheiri, A. Asilian Bidgoli, and 3 more authors
    Scientific Reports, 2025
  2. Swarm Evol. Comput.
    Population-level center-based sampling for meta-heuristic algorithms
    R. Khosrowshahli, S. Rahnamayan, A. Ibrahim, and 2 more authors
    Swarm and Evolutionary Computation, 2025

2024

  1. CCECE
    Massive dimensions reduction and hybridization with meta-heuristics in deep learning
    R. Khosrowshahli, S. Rahnamayan, and B. Ombuki-Berman
    IEEE Canadian Conference on Electrical and Computer Engineering (CCECE) 2024

2023

  1. CEC
    blocked-plot.png
    Block Differential Evolution
    Rasa Khosrowshahli and Shahryar Rahnamayan
    IEEE Congress on Evolutionary Computation (CEC) 2023
  2. SSCI
    Intrusion Detection for Wireless Sensor Network Using Graph Neural Networks
    V. Gharavian, R. Khosrowshahli, Q. H. Mahmoud, and 2 more authors
    IEEE Symposium Series on Computational Intelligence (SSCI) 2023
  3. SMC
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    Ranking Center-based NSGA-II
    R. Khosrowshahli, S. Rahnamayan, A. Ibrahim, and 1 more author
    IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2023
  4. SMC
    Self-Supervised Learning Using Noisy-Latent Augmentation
    R. Khosrowshahli, S. Rahnamayan, A. A. Bidgoli, and 1 more author
    IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2023
  5. Enhancing meta-heuristic algorithms using center-based sampling at population level
    R. Khosrowshahli
    Master's Thesis, University of Ontario Institute of Technology (Canada), 2023

2022

  1. Swarm Evol. Comput.
    A comprehensive investigation on novel center-based sampling for large-scale global optimization
    H. Hiba, S. Rahnamayan, A. A. Bidgoli, and 1 more author
    Swarm and Evolutionary Computation, 2022
  2. CEC
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    Clustering Center-based Differential Evolution
    R. Khosrowshahli, S. Rahnamayan, and A. A. Bidgoli
    IEEE Congress on Evolutionary Computation (CEC) 2022