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2020 – today
- 2024
[j5]Mahum Naseer
, Bharath Srinivas Prabakaran, Osman Hasan, Muhammad Shafique:
UnbiasedNets: a dataset diversification framework for robustness bias alleviation in neural networks. Mach. Learn. 113(5): 2499-2526 (2024)- 2023
- [j4]Mahum Naseer, Osman Hasan, Muhammad Shafique:
QuanDA: GPU Accelerated Quantitative Deep Neural Network Analysis. ACM Trans. Design Autom. Electr. Syst. 28(6): 95:1-95:21 (2023) - [c3]Mahum Naseer, Osman Hasan, Muhammad Shafique:
Scaling Model Checking for Neural Network Analysis via State-Space Reduction and Input Segmentation. FoMLAS@CAV 2023: 6-28 - [c2]Mahum Naseer, Muhammad Shafique:
Poster: Link between Bias, Node Sensitivity and Long-Tail Distribution in trained DNNs. ICST 2023: 474-477 - [i5]Mahum Naseer, Bharath Srinivas Prabakaran, Osman Hasan, Muhammad Shafique:
UnbiasedNets: A Dataset Diversification Framework for Robustness Bias Alleviation in Neural Networks. CoRR abs/2302.12538 (2023) - [i4]Mahum Naseer, Muhammad Shafique:
Poster: Link between Bias, Node Sensitivity and Long-Tail Distribution in trained DNNs. CoRR abs/2303.16589 (2023) - [i3]Mahum Naseer, Osman Hasan, Muhammad Shafique:
Scaling Model Checking for DNN Analysis via State-Space Reduction and Input Segmentation (Extended Version). CoRR abs/2306.17323 (2023) - 2022
- [j3]Iram Tariq Bhatti, Mahum Naseer, Muhammad Shafique, Osman Hasan:
A formal approach to identifying the impact of noise on neural networks. Commun. ACM 65(11): 70-73 (2022) - 2021
- [i2]Muhammad Shafique, Mahum Naseer, Theocharis Theocharides, Christos Kyrkou, Onur Mutlu, Lois Orosa, Jungwook Choi:
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead. CoRR abs/2101.02559 (2021) - 2020
- [j2]Muhammad Shafique, Mahum Naseer, Theocharis Theocharides, Christos Kyrkou, Onur Mutlu, Lois Orosa, Jungwook Choi:
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead. IEEE Des. Test 37(2): 30-57 (2020) - [j1]Mahum Naseer, Waqar Ahmad, Osman Hasan:
Formal Verification of ECCs for Memories Using ACL2. J. Electron. Test. 36(5): 643-663 (2020) - [c1]Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique:
FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks. DATE 2020: 666-669
2010 – 2019
- 2019
- [i1]Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique:
FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks. CoRR abs/1912.01978 (2019)
Coauthor Index
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