Semeen Rehman

发表

Security for Machine Learning-Based Systems: Attacks and Challenges During Training and Inference

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2018 International Conference on Frontiers of Information Technology (FIT).

RED-Attack: Resource Efficient Decision based Attack for Machine Learning pdf

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2019, ArXiv.

ForASec: Formal Analysis of Security Vulnerabilities in Sequential Circuits pdf

Muhammad Shafique, Faiq Khalid, Semeen Rehman, 2018, ArXiv.

Leveraging variable function resilience for selective software reliability on unreliable hardware

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE).

ISA4ML: Training Data-Unaware Imperceptible Security Attacks on Machine Learning Modules of Autonomous Vehicles pdf

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, ArXiv.

An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Area-Optimized Low-Latency Approximate Multipliers for FPGA-based Hardware Accelerators

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, Design Automation Conference.

XBioSiP: A Methodology for Approximate Bio-Signal Processing at the Edge

Muhammad Shafique, Semeen Rehman, Bharath Srinivas Prabakaran, 2019, 2019 56th ACM/IEEE Design Automation Conference (DAC).

Multi-layer software reliability for unreliable hardware

Rüdiger Kapitza, Muhammad Shafique, Rolf Ernst, 2015, it Inf. Technol..

Hayat: Harnessing Dark Silicon and variability for aging deceleration and balancing

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2015, 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC).

Reliable software for unreliable hardware: Embedded code generation aiming at reliability

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2011, 2011 Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS).

RASTER: Runtime adaptive spatial/temporal error resiliency for embedded processors

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 50th ACM/EDAC/IEEE Design Automation Conference (DAC).

Reliable code generation and execution on unreliable hardware under joint functional and timing reliability considerations

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 IEEE 19th Real-Time and Embedded Technology and Applications Symposium (RTAS).

R2Cache: Reliability-aware reconfigurable last-level cache architecture for multi-cores

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2015, 2015 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS).

Soft error-aware architectural exploration for designing reliability adaptive cache hierarchies in multi-cores

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2017, Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017.

Variability and Reliability Awareness in the Age of Dark Silicon

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, IEEE Design & Test.

Hardware and Software Techniques for Heterogeneous Fault-Tolerance

Muhammad Shafique, Faiq Khalid, Semeen Rehman, 2018, 2018 IEEE 24th International Symposium on On-Line Testing And Robust System Design (IOLTS).

Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2019, DAC.

RAISE: Reliability-Aware Instruction SchEduling for unreliable hardware

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2012, 17th Asia and South Pacific Design Automation Conference.

Instruction scheduling for reliability-aware compilation

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2012, DAC Design Automation Conference 2012.

Architectural-Space Exploration of Heterogeneous Reliability and Checkpointing Modes for Out-of-Order Superscalar Processors

Semeen Rehman, Bharath Srinivas Prabakaran, Florian Kriebel, 2018, IEEE Access.

DeMAS: An efficient design methodology for building approximate adders for FPGA-based systems

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE).

MPNA: A Massively-Parallel Neural Array Accelerator with Dataflow Optimization for Convolutional Neural Networks pdf

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, ArXiv.

Multi-layer dependability: From microarchitecture to application level

Muhammad Shafique, Jörg Henkel, Hongyan Zhang, 2014, 2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC).

Heterogeneous Reliability Modes with Efficient State Compression for Out-of-Order Superscalar Processors pdf

Muhammad Shafique, Semeen Rehman, Florian Kriebel, 2018, ArXiv.

TrojanZero: Switching Activity-Aware Design of Undetectable Hardware Trojans with Zero Power and Area Footprint

Axel Jantsch, Muhammad Shafique, Faiq Khalid, 2019, 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Robustness for Smart Cyber Physical Systems and Internet-of-Things: From Adaptive Robustness Methods to Reliability and Security for Machine Learning

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI).

Architectural-space exploration of approximate multipliers

Semeen Rehman, Jörg Henkel, Akash Kumar, 2016, 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

Revc: Computationally Reliable Video Coding on unreliable hardware platforms: A case study on error-tolerant H.264/AVC CAVLC entropy coding

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2011, 2011 18th IEEE International Conference on Image Processing.

Dependable Code Execution Using Reliability-Driven System Software

Jorg Henkel, Semeen Rehman, Muhammad Shafique, 2016 .

QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2019 IEEE 25th International Symposium on On-Line Testing and Robust System Design (IOLTS).

Reliable Software for Unreliable Hardware - A Cross Layer Perspective

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016 .

ASER: Adaptive soft error resilience for Reliability-Heterogeneous Processors in the dark silicon era

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2014, 2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC).

FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE).

A Methodology for Automatic Selection of Activation Functions to Design Hybrid Deep Neural Networks pdf

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, ArXiv.

Exploiting program-level masking and error propagation for constrained reliability optimization

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 50th ACM/EDAC/IEEE Design Automation Conference (DAC).

Power-efficient error-resiliency for H.264/AVC Context-Adaptive Variable Length Coding

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2012, 2012 Design, Automation & Test in Europe Conference & Exhibition (DATE).

CSER: HW/SW configurable soft-error resiliency for application specific instruction-set processors

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Cross-Layer Reliability Modeling and Optimization: Compiler and Run-Time System Interactions

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, SCOPES.

Cross-Layer Reliability Analysis, Modeling, and Optimization

Jorg Henkel, Muhammad Shafique, Semeen Rehman, 2016 .

Software Program-Level Reliability Optimization for Dependable Code Generation

Jorg Henkel, Muhammad Shafique, Semeen Rehman, 2016 .

Hardware-Software Approximations for Deep Neural Networks

Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique, 2019, Approximate Circuits.

Intelligent Security Measures for Smart Cyber Physical Systems

Muhammad Shafique, Faiq Khalid, Semeen Rehman, 2018, 2018 21st Euromicro Conference on Digital System Design (DSD).

DHASER: Dynamic heterogeneous adaptation for soft-error resiliency in ASIP-based multi-core systems

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2013, 2013 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

Towards performance and reliability-efficient computing in the dark silicon era

Heba Khdr, Muhammad Shafique, Jörg Henkel, 2016, 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Task Mapping for Redundant Multithreading in Multi-Cores with Reliability and Performance Heterogeneity

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, IEEE Transactions on Computers.

Reliability-Aware Adaptations for Shared Last-Level Caches in Multi-Cores

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, ACM Trans. Embed. Comput. Syst..

Area-Optimized Low-Latency Approximate Multipliers for FPGA-based Hardware Accelerators

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, 2018 55th ACM/ESDA/IEEE Design Automation Conference (DAC).

ageOpt-RMT: Compiler-driven variation-aware aging optimization for redundant multithreading

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, 2016 53nd ACM/EDAC/IEEE Design Automation Conference (DAC).

Energy-Efficient Design of Advanced Machine Learning Hardware

Muhammad Abdullah Hanif, Semeen Rehman, Muhammad Shafique, 2019, Machine Learning in VLSI Computer-Aided Design.

dTune: Leveraging reliable code generation for adaptive dependability tuning under process variation and aging-induced effects

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2014, 2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC).

Reliable Software for Unreliable Hardware - A Cross-Layer Approach

Semeen Rehman, Semeen Rehman, 2015 .

X-DNNs: Systematic Cross-Layer Approximations for Energy-Efficient Deep Neural Networks

Muhammad Shafique, Muhammad Abdullah Hanif, Semeen Rehman, 2018, J. Low Power Electron..

Cross-Layer Software Dependability on Unreliable Hardware

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2016, IEEE Transactions on Computers.

Application-Guided Power-Efficient Fault Tolerance for H.264 Context Adaptive Variable Length Coding

Muhammad Usman Karim Khan, Muhammad Shafique, Jörg Henkel, 2017, IEEE Transactions on Computers.

Compiler-driven dynamic reliability management for on-chip systems under variabilities

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2014, 2014 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Reliability-Driven Software Transformations for Unreliable Hardware

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2014, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

ACSEM: Accuracy-configurable fast soft error masking analysis in combinatorial circuits

Muhammad Shafique, Jörg Henkel, Semeen Rehman, 2015, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Robust Machine Learning Systems: Reliability and Security for Deep Neural Networks

Muhammad Shafique, Faiq Khalid, Muhammad Abdullah Hanif, 2018, 2018 IEEE 24th International Symposium on On-Line Testing And Robust System Design (IOLTS).

Reliable and Resilient AI and IoT-based Personalised Healthcare Services: A Survey

Semeen Rehman, Najma Taimoor, Semeen Rehman, 2022, IEEE Access.

BioNetExplorer: Architecture-Space Exploration of Biosignal Processing Deep Neural Networks for Wearables

Muhammad Shafique, Semeen Rehman, Bharath Srinivas Prabakaran, 2021, IEEE Internet of Things Journal.

ForASec: Formal Analysis of Hardware Trojan-based Security Vulnerabilities in Sequential Circuits

Faiq Khalid, Semeen Rehman, Awais M. Kamboh, 2021 .

High-Performance Accurate and Approximate Multipliers for FPGA-Based Hardware Accelerators

Muhammad Shafique, Semeen Rehman, Salim Ullah, 2021, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.