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Books and Theses
- 2016
- [b2]Semeen Rehman, Muhammad Shafique
, Jörg Henkel:
Reliable Software for Unreliable Hardware - A Cross Layer Perspective. Springer 2016, ISBN 978-3-319-25770-9, pp. I-XXI, 1-237 - 2015
- [b1]Semeen Rehman:
Reliable Software for Unreliable Hardware - A Cross-Layer Approach. Karlsruhe Institute of Technology, 2015
Journal Articles
- 2024
- [j21]Zahra Abbas
, Sunila Fatima Ahmad
, Madiha Haider Syed
, Adeel Anjum, Semeen Rehman
:
Exploring Deep Federated Learning for the Internet of Things: A GDPR-Compliant Architecture. IEEE Access 12: 10548-10574 (2024) - [j20]Saeed Seyedfaraji
, Markus Bichl
, Asad Aftab
, Semeen Rehman
:
HOPE: Holistic STT-RAM Architecture Exploration Framework for Future Cross-Platform Analysis. IEEE Access 12: 16598-16609 (2024) - [j19]Muhammad Noman Sohail
, Adeel Anjum
, Iftikhar Ahmed Saeed, Madiha Haider Syed
, Axel Jantsch
, Semeen Rehman
:
Optimizing Industrial IoT Data Security Through Blockchain-Enabled Incentive-Driven Game Theoretic Approach for Data Sharing. IEEE Access 12: 51176-51192 (2024) - 2023
- [j18]Rabeeha Fazal, Razaullah Khan, Adeel Anjum, Madiha Haider Syed, Abid Khan, Semeen Rehman:
Improved angelization technique against background knowledge attack for 1:M microdata. PeerJ Comput. Sci. 9: e1255 (2023) - 2022
- [j17]Najma Taimoor
, Semeen Rehman
:
Reliable and Resilient AI and IoT-Based Personalised Healthcare Services: A Survey. IEEE Access 10: 535-563 (2022) - [j16]Saeed Seyedfaraji
, Javad Talafy Daryani
, Mohamed M. Sabry Aly
, Semeen Rehman
:
EXTENT: Enabling Approximation-Oriented Energy Efficient STT-RAM Write Circuit. IEEE Access 10: 82144-82155 (2022) - [j15]Salim Ullah
, Semeen Rehman, Muhammad Shafique
, Akash Kumar
:
High-Performance Accurate and Approximate Multipliers for FPGA-Based Hardware Accelerators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(2): 211-224 (2022) - [j14]Faiq Khalid
, Imran Hafeez Abbassi
, Semeen Rehman, Awais Mehmood Kamboh
, Osman Hasan
, Muhammad Shafique
:
ForASec: Formal Analysis of Hardware Trojan-Based Security Vulnerabilities in Sequential Circuits. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(4): 1167-1180 (2022) - 2021
- [j13]Bharath Srinivas Prabakaran
, Asima Akhtar
, Semeen Rehman, Osman Hasan
, Muhammad Shafique
:
BioNetExplorer: Architecture-Space Exploration of Biosignal Processing Deep Neural Networks for Wearables. IEEE Internet Things J. 8(17): 13251-13265 (2021) - [j12]Salim Ullah
, Hendrik Schmidl, Siva Satyendra Sahoo
, Semeen Rehman, Akash Kumar
:
Area-Optimized Accurate and Approximate Softcore Signed Multiplier Architectures. IEEE Trans. Computers 70(3): 384-392 (2021) - 2020
- [j11]Hassan Ali
, Faiq Khalid
, Hammad Tariq, Muhammad Abdullah Hanif, Rehan Ahmed, Semeen Rehman:
SSCNets: Robustifying DNNs using Secure Selective Convolutional Filters. IEEE Des. Test 37(2): 58-65 (2020) - 2019
- [j10]Bharath Srinivas Prabakaran
, Mihika Dave, Florian Kriebel, Semeen Rehman, Muhammad Shafique
:
Architectural-Space Exploration of Heterogeneous Reliability and Checkpointing Modes for Out-of-Order Superscalar Processors. IEEE Access 7: 145324-145339 (2019) - 2018
- [j9]Muhammad Abdullah Hanif, Alberto Marchisio
, Tabasher Arif, Rehan Hafiz, Semeen Rehman, Muhammad Shafique
:
X-DNNs: Systematic Cross-Layer Approximations for Energy-Efficient Deep Neural Networks. J. Low Power Electron. 14(4): 520-534 (2018) - 2017
- [j8]Muhammad Shafique
, Semeen Rehman, Florian Kriebel, Muhammad Usman Karim Khan, Bruno Zatt, Arun Subramaniyan, Bruno Boessio Vizzotto, Jörg Henkel:
Application-Guided Power-Efficient Fault Tolerance for H.264 Context Adaptive Variable Length Coding. IEEE Trans. Computers 66(4): 560-574 (2017) - 2016
- [j7]Florian Kriebel, Muhammad Shafique
, Semeen Rehman, Jörg Henkel, Siddharth Garg:
Variability and Reliability Awareness in the Age of Dark Silicon. IEEE Des. Test 33(2): 59-67 (2016) - [j6]Semeen Rehman, Kuan-Hsun Chen
, Florian Kriebel, Anas Toma
, Muhammad Shafique
, Jian-Jia Chen
, Jörg Henkel:
Cross-Layer Software Dependability on Unreliable Hardware. IEEE Trans. Computers 65(1): 80-94 (2016) - [j5]Kuan-Hsun Chen
, Jian-Jia Chen
, Florian Kriebel, Semeen Rehman, Muhammad Shafique
, Jörg Henkel:
Task Mapping for Redundant Multithreading in Multi-Cores with Reliability and Performance Heterogeneity. IEEE Trans. Computers 65(11): 3441-3455 (2016) - [j4]Florian Kriebel, Semeen Rehman, Arun Subramaniyan, Segnon Jean Bruno Ahandagbe, Muhammad Shafique
, Jörg Henkel:
Reliability-Aware Adaptations for Shared Last-Level Caches in Multi-Cores. ACM Trans. Embed. Comput. Syst. 15(4): 67:1-67:26 (2016) - [j3]Mohammad Salehi, Mohammad Khavari Tavana
, Semeen Rehman, Muhammad Shafique
, Alireza Ejlali
, Jörg Henkel:
Two-State Checkpointing for Energy-Efficient Fault Tolerance in Hard Real-Time Systems. IEEE Trans. Very Large Scale Integr. Syst. 24(7): 2426-2437 (2016) - 2015
- [j2]Muhammad Shafique
, Philip Axer, Christoph Borchert, Jian-Jia Chen
, Kuan-Hsun Chen
, Björn Döbel, Rolf Ernst, Hermann Härtig, Andreas Heinig, Rüdiger Kapitza, Florian Kriebel, Daniel Lohmann
, Peter Marwedel, Semeen Rehman, Florian Schmoll, Olaf Spinczyk:
Multi-layer software reliability for unreliable hardware. it Inf. Technol. 57(3): 170-180 (2015) - 2014
- [j1]Semeen Rehman, Florian Kriebel, Muhammad Shafique
, Jörg Henkel:
Reliability-Driven Software Transformations for Unreliable Hardware. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 33(11): 1597-1610 (2014)
Conference and Workshop Papers
- 2023
- [c51]Asad Aftab
, Semeen Rehman:
dRG-MEC: Decentralized Reinforced Green Offloading for MEC-enabled Cloud Network. WiMob 2023: 338-343 - 2022
- [c50]Saeed Seyedfaraji
, Baset Mesgari, Semeen Rehman:
AID: Accuracy Improvement of Analog Discharge-Based in-SRAM Multiplication Accelerator. DATE 2022: 873-878 - [c49]Najma Taimoor, Semeen Rehman:
On the Validation of Multi-Level Personalised Health Condition Model. DSD 2022: 599-606 - [c48]Saeed Seyedfaraji
, Baset Mesgari, Semeen Rehman:
SMART: Investigating the Impact of Threshold Voltage Suppression in an In-SRAM Multiplication/Accumulation Accelerator for Accuracy Improvement in 65 nm CMOS Technology. DSD 2022: 821-826 - [c47]Najma Taimoor, Semeen Rehman:
Towards Multi-Level Modelling and Monitoring of Real-time Personalised Health Conditions. ETFA 2022: 1-8 - [c46]Asad Aftab
, Chrysostomos Chrysostomou, Hassaan Khaliq Qureshi, Semeen Rehman:
Holo-Block Chain: A Hybrid Approach for Secured IoT Healthcare Ecosystem. WiMob 2022: 243-250 - 2021
- [c45]Alessio Colucci, Dávid Juhász
, Martin Mosbeck, Alberto Marchisio
, Semeen Rehman, Manfred Kreutzer, Günther Nadbath, Axel Jantsch
, Muhammad Shafique
:
MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences. DATE 2021: 108-113 - 2020
- [c44]Faiq Khalid, Hassan Ali
, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique
:
FaDec: A Fast Decision-based Attack for Adversarial Machine Learning. IJCNN 2020: 1-8 - 2019
- [c43]Jeff Jun Zhang, Kang Liu, Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Theocharis Theocharides, Alessandro Artussi, Muhammad Shafique
, Siddharth Garg:
Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities. DAC 2019: 175 - [c42]Bharath Srinivas Prabakaran, Semeen Rehman, Muhammad Shafique
:
XBioSiP: A Methodology for Approximate Bio-Signal Processing at the Edge. DAC 2019: 184 - [c41]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Junaid Qadir
, Muhammad Shafique
:
FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning. DATE 2019: 902-907 - [c40]Imran Hafeez Abbassi, Faiq Khalid, Semeen Rehman, Awais Mehmood Kamboh
, Axel Jantsch
, Siddharth Garg, Muhammad Shafique
:
TrojanZero: Switching Activity-Aware Design of Undetectable Hardware Trojans with Zero Power and Area Footprint. DATE 2019: 914-919 - [c39]Florian Kriebel, Semeen Rehman, Muhammad Shafique
:
Studying Aging and Soft Error Mitigation Jointly under Constrained Scenarios in Multi-Cores. IOLTS 2019: 139-142 - [c38]Faiq Khalid, Hassan Ali
, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique
:
QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks. IOLTS 2019: 182-187 - [c37]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique
:
TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks. IOLTS 2019: 188-193 - [c36]Muhammad Abdullah Hanif, Muhammad Zuhaib Akbar, Rehan Ahmed, Semeen Rehman, Axel Jantsch
, Muhammad Shafique
:
MemGANs: Memory Management for Energy-Efficient Acceleration of Complex Computations in Hardware Architectures for Generative Adversarial Networks. ISLPED 2019: 1-6 - 2018
- [c35]Salim Ullah
, Semeen Rehman, Bharath Srinivas Prabakaran, Florian Kriebel, Muhammad Abdullah Hanif, Muhammad Shafique
, Akash Kumar
:
Area-optimized low-latency approximate multipliers for FPGA-based hardware accelerators. DAC 2018: 159:1-159:6 - [c34]Muhammad Shafique
, Theocharis Theocharides, Christos-Savvas Bouganis
, Muhammad Abdullah Hanif, Faiq Khalid, Rehan Hafiz, Semeen Rehman:
An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era. DATE 2018: 827-832 - [c33]Bharath Srinivas Prabakaran, Semeen Rehman, Muhammad Abdullah Hanif, Salim Ullah
, Ghazal Mazaheri, Akash Kumar
, Muhammad Shafique
:
DeMAS: An efficient design methodology for building approximate adders for FPGA-based systems. DATE 2018: 917-920 - [c32]Muhammad Shafique
, Faiq Khalid, Semeen Rehman:
Intelligent Security Measures for Smart Cyber Physical Systems. DSD 2018: 280-287 - [c31]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique
:
Security for Machine Learning-Based Systems: Attacks and Challenges During Training and Inference. FIT 2018: 327-332 - [c30]Semeen Rehman, Florian Kriebel, Bharath Srinivas Prabakaran, Faiq Khalid, Muhammad Shafique
:
Hardware and Software Techniques for Heterogeneous Fault-Tolerance. IOLTS 2018: 115-118 - [c29]Muhammad Abdullah Hanif, Faiq Khalid, Rachmad Vidya Wicaksana Putra
, Semeen Rehman, Muhammad Shafique
:
Robust Machine Learning Systems: Reliability and Security for Deep Neural Networks. IOLTS 2018: 257-260 - [c28]Florian Kriebel, Semeen Rehman, Muhammad Abdullah Hanif, Faiq Khalid, Muhammad Shafique
:
Robustness for Smart Cyber Physical Systems and Internet-of-Things: From Adaptive Robustness Methods to Reliability and Security for Machine Learning. ISVLSI 2018: 581-586 - 2017
- [c27]Arun Subramaniyan, Semeen Rehman, Muhammad Shafique
, Akash Kumar, Jörg Henkel:
Soft error-aware architectural exploration for designing reliability adaptive cache hierarchies in multi-cores. DATE 2017: 37-42 - [c26]Walaa El-Harouni, Semeen Rehman, Bharath Srinivas Prabakaran, Akash Kumar, Rehan Hafiz, Muhammad Shafique
:
Embracing approximate computing for energy-efficient motion estimation in high efficiency video coding. DATE 2017: 1384-1389 - 2016
- [c25]Florian Kriebel, Semeen Rehman, Muhammad Shafique
, Jörg Henkel:
ageOpt-RMT: compiler-driven variation-aware aging optimization for redundant multithreading. DAC 2016: 46:1-46:6 - [c24]Muhammad Shafique
, Rehan Hafiz
, Semeen Rehman, Walaa El-Harouni, Jörg Henkel:
Invited - Cross-layer approximate computing: from logic to architectures. DAC 2016: 99:1-99:6 - [c23]Jörg Henkel, Santiago Pagani, Heba Khdr, Florian Kriebel, Semeen Rehman, Muhammad Shafique:
Towards performance and reliability-efficient computing in the dark silicon era. DATE 2016: 1-6 - [c22]Semeen Rehman, Walaa El-Harouni, Muhammad Shafique
, Akash Kumar
, Jörg Henkel:
Architectural-space exploration of approximate multipliers. ICCAD 2016: 80 - [c21]Muhammad Shafique
, Semeen Rehman, Florian Kriebel, Jörg Henkel:
Cross-Layer Reliability Modeling and Optimization: Compiler and Run-Time System Interactions. SCOPES 2016: 2-5 - 2015
- [c20]Florian Kriebel, Arun Subramaniyan, Semeen Rehman, Segnon Jean Bruno Ahandagbe, Muhammad Shafique
, Jörg Henkel:
R2Cache: Reliability-aware reconfigurable last-level cache architecture for multi-cores. CODES+ISSS 2015: 1-10 - [c19]Mohammad Salehi, Muhammad Shafique
, Florian Kriebel, Semeen Rehman, Mohammad Khavari Tavana
, Alireza Ejlali, Jörg Henkel:
dsReliM: Power-constrained reliability management in Dark-Silicon many-core chips under process variations. CODES+ISSS 2015: 75-82 - [c18]Dennis Gnad
, Muhammad Shafique
, Florian Kriebel, Semeen Rehman, Duo Sun, Jörg Henkel:
Hayat: harnessing dark silicon and variability for aging deceleration and balancing. DAC 2015: 180:1-180:6 - [c17]Florian Kriebel, Semeen Rehman, Duo Sun, Pau Vilimelis Aceituno, Muhammad Shafique, Jörg Henkel:
ACSEM: accuracy-configurable fast soft error masking analysis in combinatorial circuits. DATE 2015: 824-829 - [c16]Mohammad Salehi, Mohammad Khavari Tavana
, Semeen Rehman, Florian Kriebel, Muhammad Shafique
, Alireza Ejlali
, Jörg Henkel:
DRVS: Power-efficient reliability management through Dynamic Redundancy and Voltage Scaling under variations. ISLPED 2015: 225-230 - 2014
- [c15]Florian Kriebel, Semeen Rehman, Duo Sun, Muhammad Shafique
, Jörg Henkel:
ASER: Adaptive Soft Error Resilience for Reliability-Heterogeneous Processors in the Dark Silicon Era. DAC 2014: 12:1-12:6 - [c14]Jörg Henkel, Lars Bauer, Hongyan Zhang, Semeen Rehman, Muhammad Shafique
:
Multi-Layer Dependability: From Microarchitecture to Application Level. DAC 2014: 47:1-47:6 - [c13]Semeen Rehman, Florian Kriebel, Duo Sun, Muhammad Shafique
, Jörg Henkel:
dTune: Leveraging Reliable Code Generation for Adaptive Dependability Tuning under Process Variation and Aging-Induced Effects. DAC 2014: 84:1-84:6 - [c12]Semeen Rehman, Florian Kriebel, Muhammad Shafique, Jörg Henkel:
Compiler-driven dynamic reliability management for on-chip systems under variabilities. DATE 2014: 1-4 - 2013
- [c11]Muhammad Shafique
, Semeen Rehman, Pau Vilimelis Aceituno
, Jörg Henkel:
Exploiting program-level masking and error propagation for constrained reliability optimization. DAC 2013: 17:1-17:9 - [c10]Tuo Li, Muhammad Shafique
, Jude Angelo Ambrose, Semeen Rehman, Jörg Henkel, Sri Parameswaran
:
RASTER: runtime adaptive spatial/temporal error resiliency for embedded processors. DAC 2013: 62:1-62:7 - [c9]Tuo Li, Muhammad Shafique
, Semeen Rehman, Swarnalatha Radhakrishnan, Roshan G. Ragel, Jude Angelo Ambrose, Jörg Henkel, Sri Parameswaran:
CSER: HW/SW configurable soft-error resiliency for application specific instruction-set processors. DATE 2013: 707-712 - [c8]Semeen Rehman, Muhammad Shafique
, Pau Vilimelis Aceituno
, Florian Kriebel, Jian-Jia Chen
, Jörg Henkel:
Leveraging variable function resilience for selective software reliability on unreliable hardware. DATE 2013: 1759-1764 - [c7]Tuo Li, Muhammad Shafique
, Semeen Rehman, Jude Angelo Ambrose, Jörg Henkel, Sri Parameswaran
:
DHASER: dynamic heterogeneous adaptation for soft-error resiliency in ASIP-based multi-core systems. ICCAD 2013: 646-653 - [c6]Semeen Rehman, Anas Toma
, Florian Kriebel, Muhammad Shafique
, Jian-Jia Chen
, Jörg Henkel:
Reliable code generation and execution on unreliable hardware under joint functional and timing reliability considerations. IEEE Real-Time and Embedded Technology and Applications Symposium 2013: 273-282 - 2012
- [c5]Semeen Rehman, Muhammad Shafique
, Florian Kriebel, Jörg Henkel:
RAISE: Reliability-Aware Instruction SchEduling for unreliable hardware. ASP-DAC 2012: 671-676 - [c4]Semeen Rehman, Muhammad Shafique
, Jörg Henkel:
Instruction scheduling for reliability-aware compilation. DAC 2012: 1292-1300 - [c3]Muhammad Shafique
, Bruno Zatt, Semeen Rehman, Florian Kriebel, Jörg Henkel:
Power-efficient error-resiliency for H.264/AVC Context-Adaptive Variable Length Coding. DATE 2012: 697-702 - 2011
- [c2]Semeen Rehman, Muhammad Shafique
, Florian Kriebel, Jörg Henkel:
Reliable software for unreliable hardware: embedded code generation aiming at reliability. CODES+ISSS 2011: 237-246 - [c1]Semeen Rehman, Muhammad Shafique
, Florian Kriebel, Jörg Henkel:
Revc: Computationally Reliable Video Coding on unreliable hardware platforms: A case study on error-tolerant H.264/AVC CAVLC entropy coding. ICIP 2011: 397-400
Parts in Books or Collections
- 2019
- [p3]Semeen Rehman, Bharath Srinivas Prabakaran, Walaa El-Harouni, Muhammad Shafique, Jörg Henkel:
Heterogeneous Approximate Multipliers: Architectures and Design Methodologies. Approximate Circuits 2019: 45-66 - [p2]Bharath Srinivas Prabakaran, Walaa El-Harouni, Semeen Rehman, Muhammad Shafique:
Approximate Multi-Accelerator Tiled Architecture for Energy-Efficient Motion Estimation. Approximate Circuits 2019: 249-268 - [p1]Muhammad Abdullah Hanif, Muhammad Usama Javed, Rehan Hafiz, Semeen Rehman, Muhammad Shafique:
Hardware-Software Approximations for Deep Neural Networks. Approximate Circuits 2019: 269-288
Informal and Other Publications
- 2024
- [i21]Saeed Seyedfaraji, Markus Bichl, Asad Aftab, Semeen Rehman:
HOPE: Holistic STT-RAM Architecture Exploration Framework for Future Cross-Platform Analysis. CoRR abs/2401.14888 (2024) - [i20]Asad Aftab, Semeen Rehman:
dRG-MEC: Decentralized Reinforced Green Offloading for MEC-enabled Cloud Network. CoRR abs/2402.00874 (2024) - 2023
- [i19]Asad Aftab, Chrysostomos Chrysostomou, Hassaan Khaliq Qureshi, Semeen Rehman:
Holo-Block Chain: A Hybrid Approach for Secured IoT Healthcare Ecosystem. CoRR abs/2304.14175 (2023) - 2022
- [i18]Saeed Seyedfaraji, Baset Mesgari, Semeen Rehman:
AID: Accuracy Improvement of Analog Discharge-Based in-SRAM Multiplication Accelerator. CoRR abs/2204.07387 (2022) - [i17]Najma Taimoor, Semeen Rehman:
On the Validation of Multi-Level Personalised Health Condition Model. CoRR abs/2207.11723 (2022) - [i16]Saeed Seyedfaraji, Javad Talafy, Mohamed M. Sabry, Semeen Rehman:
EXTENT: Enabling Approximation-Oriented Energy Efficient STT-RAM Write Circuit. CoRR abs/2208.07838 (2022) - [i15]Saeed Seyedfaraji, Baset Mesgari, Semeen Rehman:
SMART: Investigating the Impact of Threshold Voltage Suppression in an In-SRAM Multiplication/Accumulation Accelerator for Accuracy Improvement in 65 nm CMOS Technology. CoRR abs/2209.04434 (2022) - [i14]Najma Taimoor, Semeen Rehman:
Reliable and Resilient AI and IoT-based Personalised Healthcare Services: A Survey. CoRR abs/2209.05457 (2022) - 2021
- [i13]Bharath Srinivas Prabakaran, Asima Akhtar, Semeen Rehman, Osman Hasan, Muhammad Shafique:
BioNetExplorer: Architecture-Space Exploration of Bio-Signal Processing Deep Neural Networks for Wearables. CoRR abs/2109.02909 (2021) - 2020
- [i12]Alessio Colucci, Dávid Juhász, Martin Mosbeck, Alberto Marchisio, Semeen Rehman, Manfred Kreutzer, Guenther Nadbath, Axel Jantsch, Muhammad Shafique:
MLComp: A Methodology for Machine Learning-based Performance Estimation and Adaptive Selection of Pareto-Optimal Compiler Optimization Sequences. CoRR abs/2012.05270 (2020) - 2019
- [i11]Faiq Khalid, Hassan Ali
, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique
:
RED-Attack: Resource Efficient Decision based Attack for Machine Learning. CoRR abs/1901.10258 (2019) - 2018
- [i10]Muhammad Abdullah Hanif, Rachmad Vidya Wicaksana Putra, Muhammad Tanvir, Rehan Hafiz, Semeen Rehman, Muhammad Shafique:
MPNA: A Massively-Parallel Neural Array Accelerator with Dataflow Optimization for Convolutional Neural Networks. CoRR abs/1810.12910 (2018) - [i9]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique:
ISA4ML: Training Data-Unaware Imperceptible Security Attacks on Machine Learning Modules of Autonomous Vehicles. CoRR abs/1811.01031 (2018) - [i8]Hassan Ali, Hammad Tariq, Muhammad Abdullah Hanif, Faiq Khalid, Semeen Rehman, Rehan Ahmed, Muhammad Shafique:
QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks. CoRR abs/1811.01437 (2018) - [i7]Hammad Tariq, Hassan Ali, Muhammad Abdullah Hanif, Faiq Khalid, Semeen Rehman, Rehan Ahmed, Muhammad Shafique:
SSCNets: A Selective Sobel Convolution-based Technique to Enhance the Robustness of Deep Neural Networks against Security Attacks. CoRR abs/1811.01443 (2018) - [i6]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique:
FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning. CoRR abs/1811.01444 (2018) - [i5]Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique:
Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference. CoRR abs/1811.01463 (2018) - [i4]Alberto Marchisio, Muhammad Abdullah Hanif, Semeen Rehman, Maurizio Martina, Muhammad Shafique:
A Methodology for Automatic Selection of Activation Functions to Design Hybrid Deep Neural Networks. CoRR abs/1811.03980 (2018) - [i3]Bharath Srinivas Prabakaran, Mihika Dave, Semeen Rehman, Florian Kriebel, Muhammad Shafique:
Heterogeneous Reliability Modes with Efficient State Compression for Out-of-Order Superscalar Processors. CoRR abs/1811.07612 (2018) - [i2]Imran Hafeez Abbassi, Faiq Khalid, Semeen Rehman, Awais Mehmood Kamboh, Axel Jantsch, Siddharth Garg, Muhammad Shafique:
TrojanZero: Switching Activity-Aware Design of Undetectable Hardware Trojans with Zero Power and Area Footprint. CoRR abs/1812.02770 (2018) - [i1]Faiq Khalid, Imran Hafeez Abbassi, Semeen Rehman, Osman Hasan, Muhammad Shafique:
ForASec: Formal Analysis of Security Vulnerabilities in Sequential Circuits. CoRR abs/1812.05446 (2018)
Coauthor Index
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last updated on 2024-08-05 21:14 CEST by the dblp team
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