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Deliang Fan
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Parametric noise injection: Trainable randomness to improve deep neural network robustness against adversarial attack
Z He, AS Rakin, D Fan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
3002019
Spin-transfer torque devices for logic and memory: Prospects and perspectives
X Fong, Y Kim, K Yogendra, D Fan, A Sengupta, A Raghunathan, K Roy
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2015
2392015
Bit-flip attack: Crushing neural network with progressive bit search
AS Rakin, Z He, D Fan
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019
2212019
Tbt: Targeted neural network attack with bit trojan
AS Rakin, Z He, D Fan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
2192020
Noise injection adaption: End-to-end ReRAM crossbar non-ideal effect adaption for neural network mapping
Z He, J Lin, R Ewetz, JS Yuan, D Fan
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
1852019
{DeepHammer}: Depleting the intelligence of deep neural networks through targeted chain of bit flips
F Yao, AS Rakin, D Fan
29th USENIX Security Symposium (USENIX Security 20), 1463-1480, 2020
1402020
Cmp-pim: an energy-efficient comparator-based processing-in-memory neural network accelerator
S Angizi, Z He, AS Rakin, D Fan
Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018
1212018
A semi-supervised two-stage approach to learning from noisy labels
Y Ding, L Wang, D Fan, B Gong
2018 IEEE Winter conference on applications of computer vision (WACV), 1215-1224, 2018
1202018
MRIMA: An MRAM-based in-memory accelerator
S Angizi, Z He, A Awad, D Fan
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2019
992019
Non-structured DNN weight pruning—Is it beneficial in any platform?
X Ma, S Lin, S Ye, Z He, L Zhang, G Yuan, SH Tan, Z Li, D Fan, X Qian, ...
IEEE transactions on neural networks and learning systems 33 (9), 4930-4944, 2021
932021
AlignS: A processing-in-memory accelerator for DNA short read alignment leveraging SOT-MRAM
S Angizi, J Sun, W Zhang, D Fan
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
882019
STT-SNN: A Spin-Transfer-Torque Based Soft-Limiting Non-Linear Neuron for Low-Power Artificial Neural Networks
D Fan, Y Shim, A Raghunathan, K Roy
Nanotechnology, IEEE Transactions on, 1, 2015
852015
Simultaneously optimizing weight and quantizer of ternary neural network using truncated gaussian approximation
Z He, D Fan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
842019
Defending and harnessing the bit-flip based adversarial weight attack
Z He, AS Rakin, J Li, C Chakrabarti, D Fan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
822020
2D MoS2-Based Threshold Switching Memristor for Artificial Neuron
D Dev, A Krishnaprasad, MS Shawkat, Z He, S Das, D Fan, HS Chung, ...
IEEE Electron Device Letters 41 (6), 936-939, 2020
812020
IMCE: Energy-efficient bit-wise in-memory convolution engine for deep neural network
S Angizi, Z He, F Parveen, D Fan
2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 111-116, 2018
792018
Hierarchical temporal memory based on spin-neurons and resistive memory for energy-efficient brain-inspired computing
D Fan, M Sharad, A Sengupta, K Roy
IEEE transactions on neural networks and learning systems 27 (9), 1907-1919, 2015
792015
Graphide: A graph processing accelerator leveraging in-dram-computing
S Angizi, D Fan
Proceedings of the 2019 on Great Lakes Symposium on VLSI, 45-50, 2019
782019
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories
A Siraj Rakin, M Hafizul Islam Chowdhuryy, F Yao, D Fan
2022 IEEE Symposium on Security and Privacy (SP), 2022
762022
PIMA-logic: A novel processing-in-memory architecture for highly flexible and energy-efficient logic computation
S Angizi, Z He, D Fan
Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018
762018
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