Optimal and scalable caching for 5G using reinforcement learning of space-time popularities A Sadeghi, F Sheikholeslami, GB Giannakis IEEE Journal of Selected Topics in Signal Processing 12 (1), 180-190, 2017 | 270 | 2017 |
Optimal probabilistic initial and target channel selection for spectrum handoff in cognitive radio networks F Sheikholeslami, M Nasiri-Kenari, F Ashtiani IEEE Transactions on Wireless Communications 14 (1), 570-584, 2014 | 68 | 2014 |
Reinforcement learning for adaptive caching with dynamic storage pricing A Sadeghi, F Sheikholeslami, AG Marques, GB Giannakis IEEE Journal on Selected Areas in Communications 37 (10), 2267-2281, 2019 | 54 | 2019 |
Provably robust classification of adversarial examples with detection F Sheikholeslami, A Lotfi, JZ Kolter International Conference on Learning Representations, 2021 | 28 | 2021 |
Minimum uncertainty based detection of adversaries in deep neural networks F Sheikholeslami, S Jain, GB Giannakis 2020 Information Theory and Applications Workshop (ITA), 1-16, 2020 | 28 | 2020 |
Distributed multiuser sequential channel sensing schemes in multichannel cognitive radio networks H Shokri-Ghadikolaei, F Sheikholeslami, M Nasiri-Kenari IEEE Transactions on Wireless Communications 12 (5), 2055-2067, 2013 | 28 | 2013 |
Identification of overlapping communities via constrained egonet tensor decomposition F Sheikholeslami, GB Giannakis IEEE Transactions on Signal Processing 66 (21), 5730-5745, 2018 | 24 | 2018 |
Large-scale kernel-based feature extraction via low-rank subspace tracking on a budget F Sheikholeslami, D Berberidis, GB Giannakis IEEE Transactions on Signal Processing 66 (8), 1967-1981, 2018 | 17 | 2018 |
Egonet tensor decomposition for community identification F Sheikholeslami, B Baingana, GB Giannakis, ND Sidiropoulos 2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP …, 2016 | 17 | 2016 |
Optimal dynamic proactive caching via reinforcement learning A Sadeghi, F Sheikholeslami, GB Giannakis 2018 IEEE 19th international workshop on signal processing advances in …, 2018 | 11 | 2018 |
Overlapping community detection via constrained parafac: A divide and conquer approach F Sheikholeslami, GB Giannakis 2017 IEEE International Conference on Data Mining (ICDM), 127-136, 2017 | 10 | 2017 |
Kernel-based low-rank feature extraction on a budget for big data streams F Sheikholeslami, D Berberidis, GB Giannakis 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP …, 2015 | 10 | 2015 |
Certified robustness against adversarial patch attacks via randomized cropping WY Lin, F Sheikholeslami, L Rice, JZ Kolter ICML 2021 Workshop on Adversarial Machine Learning, 2021 | 9 | 2021 |
Improving adversarial robustness via joint classification and multiple explicit detection classes S Baharlouei, F Sheikholeslami, M Razaviyayn, Z Kolter International Conference on Artificial Intelligence and Statistics, 11059-11078, 2023 | 6 | 2023 |
Efficient randomized defense against adversarial attacks in deep convolutional neural networks F Sheikholeslami, S Jain, GB Giannakis ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 6 | 2019 |
Reinforcement learning for 5G caching with dynamic cost A Sadeghi, F Sheikholeslami, AG Matrques, GB Giannakis 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 6 | 2018 |
Classification of streaming big data with misses F Sheikholesalmi, M Mardani, GB Giannakis 2014 48th Asilomar Conference on Signals, Systems and Computers, 1051-1055, 2014 | 5 | 2014 |
jinghao shi, Leslie Rice, and J Zico Kolter WY Lin, F Sheikholeslami Certified robustness against physically-realizable patch attack via …, 2021 | 4 | 2021 |
Online subspace learning and nonlinear classification of big data with misses F Sheikholesalmi, GB Giannakis 2015 49th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2015 | 4 | 2015 |
You only query once: Effective black box adversarial attacks with minimal repeated queries D Willmott, AK Sahu, F Sheikholeslami, F Condessa, Z Kolter arXiv preprint arXiv:2102.00029, 2021 | 3 | 2021 |