2021

S. M. Nabavinejad, S. Reda, M. Ebrahimi
BatchSizer: Power-Performance Trade-off for DNN Inference
IEEE Asian-South Pacific Design Automation Conference

2020

I. Scarabottolo, G. Ansaloni, G. Constantinides, L. Pozzi and S. Reda
Approximate Logic Synthesis: A Survey
Proc. of the IEEE

X. Lian, S. Reda and J. Rosenstein
Simultaneous Estimation of Temperature and Voltage from Digital Delay Diversity
IEEE VLSI-SoC

S. Dai, C. Tulloss, X. Lian, K. Hu, S. Reda and J. Rosenstein, Temperature and Supply Voltage Monitoring with Current-mode Relaxation Oscillators
IEEE VLSI-SoC

R. Azimi and S. Reda
PowerCoord: Power Capping Coordination for Multi-CPU/GPU Servers using Reinforcement Learning
ElSevier Sustainable Computing

J. K. Rosenstein, C. Rose, S. Reda, P. M. Weber, E. Kim, J. Sello, J. Geiser, E. Kennedy, C. Arcadia, A. Dombroski, K. Oakley, S. L. Chen, H Tann, and B. M. Rubenstein
Principles of Information Storage in Small-Molecule Mixtures
IEEE Transactions on NanoBioScience

M. Neseem, J. Nelson and S. Reda
AdaSense: Adaptive Low-Power Sensing and Activity Recognition for Wearable Devices
IEEE/ACM Design Automation Conference

S. M. Nabavinejad, L. Mashayekhy and S. Reda
ApproxDNN: Incentivizing DNN Approximation in Cloud
IEEE/ACM CCGrid

K. Rajan, S. Hashemi, U. Karpuzcu, M. Doggett and S. Reda
Dual-precision fixed-point arithmetic for low-power ray-triangle intersections
ElSevier Computer & Graphics

C. Arcadia, E. Kennedy, J. Geiser, A. Dombroski, K. Oakley, S. L. Chen, L. Sprague, M. Ozmen, J. Sello, P. Weber, S. Reda, C. Rose, E. Kim, B. Rubenstein, and J. Rosenstein
Multicomponent Molecular Memory
Nature Communications

Z. Yuan, G. Vaartstra, P. Shukla, Z. Lu, E. Wang, S. Reda and A. Coskun
A Learning-Based Thermal Simulation Framework for Emerging Two-Phase Cooling Technologies
IEEE/ACM Design Automation Test in Europe
Best paper Candidate

A. Hosny, S. Hashemi, M. Shalan and S. Reda
DRiLLS: Deep Reinforcement Learning for Logic Synthesis
IEEE Asia and South Pacific Design Automation Conference


2019

J. Ma, S. Hashemi and S. Reda
Approximate Logic Synthesis Using BLASYS
Workshop on Open-Source EDA Technology

S. M. Nabavinejad and S. Reda
Coordinated DVFS and Precision Control for Deep Neural Networks
IEEE Computer Architecture Letters

H. Tann, H. Zhao and S. Reda
A Resource-Efficient Embedded Iris Recognition System Using Fully Convolutional Networks
ACM Journal on Emerging Computing Technologies

Z. Yuan, P. Shukla, G. Vaartstra, E. Wang, S. Reda and A. Coskun
Modeling and Optimization of Chip Cooling with Two-Phase Vapor Chambers
IEEE International Symposium on Low-Power Electronics & Design

T. Ajayi, V. A. Chhabria, M. Fogaca, S. Hashemi, C. Holehouse, A. Hosny, A. B. Kahng, M. Kim, J. Lee, U. Mallappa, M. Neseem, G. Pradipta, S. Reda, M. Saligane, S. S. Sapatnekar, C. Sechen, M. Shalan, W. Swartz, L. Wang, Z. Wang, M. Woo and B. Xu
Toward an Open-Source Digital Flow: First Learnings from the OpenROAD Project
IEEE/ACM Design Automation Conference

Z. Yuan, G. Vaartstra, P. Shukla, M. Said, S. Reda, E. Wang and A. Coskun
Two Phase Cooling with Micropillar Evaporators: A New Approach to Remove Heat from Future High Performance Chips
IEEE iTherm

F. Kaplan, M. Said, S. Reda and A. Coskun
LoCool: Fighting Hot Spots Locally for Improving System Energy Efficiency
IEEE Transactions on Computer-Aided Design

S. Hashemi and S. Reda
Generalized Matrix Factorization Techniques for Approximate Logic Synthesis
ACM/IEEE Design Automation and Test in Europe

S. Reda and M. Shafique
Approximate Circuits: Methodologies and CAD
Springer Publishers


2018

M. Said, S. Chetoui, A. Belouchrani and S. Reda
Understanding the sources of power consumption in Mobile SoCs
IEEE International Green and Sustainable Computing Conference

R. Azimi, C. Jing and S. Reda
PowerCoord: A Coordinated Power Capping Controller for Multi-CPU/GPU Servers
IEEE International Green and Sustainable Computing Conference
Best Paper Award

C. Arcadia, H. Tann, A. Dombroski, K. Ferguson, S. L. Chen, E. Kim, B. Rubenstein, C. Rose, S. Reda and J. Rosenstein
Parallelized Linear Classification with Volumetric Chemical Perceptrons
IEEE Conference on Rebooting Computer

R. Azimi, T. Fox, W. Gonzalez and S. Reda
Scale-out vs Scale-up: A Study of ARM-based SoCs on Server-class workloads
ACM Transactions on Modeling and Performance Evaluation of Computing Systems

C. Rose, S. Reda, B. Rubenstein and J. Rosenstein
Computing With Chemicals: Perceptrons Using Mixtures of Small Molecules
IEEE International Symposium on Information Theory

S. Hashemi, H. Tann and S. Reda
BLASYS: Approximate Logic Circuit Synthesis Using Boolean Matrix Factorization
IEEE/ACM Design Automation Conference

H. Tann, S. Hashemi and S. Reda
Flexible Deep Neural Network Processing
arXiv Technical Report 1801.07353

S. Hashemi, H. Tann, F. Buttafuoco and S. Reda
Approximate Computing for Biometric Security Systems: A Case Study on Iris Scanning
IEEE Design, Automation Test in Europe

S. M. Nabavinejad, X. Zhan, R. Azimi, M Goudarzi, and S. Reda
QoR-Aware Power Capping for Approximate Big Data Processing
IEEE Design, Automation Test in Europe

S. Reda, K. Dev and A. Belouchrani
Blind Identification of Thermal Models and Power Sources from Thermal Measurements
IEEE Journal on Sensors


2017

K. Dev, X. Zhan and S. Reda
Scheduling on CPU+GPU Processors under Dynamic Conditions
Journal on Low-Power Electronics (/pdfs/JOLPE), American Scientific Publishers

S. Steffl and S. Reda
LACore: A Supercomputing-Like Linear Algebra Accelerator for SoC-Based Designs
IEEE Conference on Computer Design

S. Reda
3D Integration Advances Computing
Nature

Cluster R. Azimi, T. Fox and S. Reda
Understanding the Role of GPGPU-accelerated SoC-based ARM Clusters
IEEE Cluster

M. Shalan and S. Reda
CloudV: A Cloud-Based Educational Digital Design Environment
IEEE International Conference on Microelectronic Systems Education (/pdfs/MSE)

F. Kaplan, S. Reda and A. Coskun
Fast Thermal Modeling of Liquid, Thermoelectric, and Hybrid Cooling
IEEE The Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems

H. Tann, S. Hashemi, R. I. Bahar and S. Reda
Hardware-Software Codesign of Highly Accurate, Multiplier-free Deep Neural Networks
IEEE/ACM Design Automation Conference

S. Reda and A. Belouchrani
Blind Identification of Power Sources in Processors
IEEE/ACM Design, Automation & Test in Europe

DATE S. Hashemi, N. Anthony, H. Tann, R. I. Bahar and S. Reda
Understanding the Impact of Precision Quantization on the Accuracy and Energy of Neural Networks
IEEE/ACM Design, Automation and Test in Europe

R. Azimi, M. Badiei, L. Na and S. Reda
Fast Decentralized Power Capping for Server Clusters
IEEE Symposium on High-Performance Computer Architecture


2016

K. Dev and S. Reda
Scheduling Challenges and Opportunities in Integrated CPU+GPU Processors
ACM/IEEE Symposium on Emedded Systems for Real-time Media

K. Dev, X. Zhan and S. Reda
Power-Aware Characterization and Mapping of Workloads on CPU-GPU Processors
IEEE International Symposium on Workload Characterization

K. Nepal, S. Hashemi, C. Tann, R. I. Bahar and S. Reda
Automated High-Level Generation of Low-Power Approximate Computing Circuits
IEEE Transactions on Emerging Topics in Computing

C. Tann, S. Hashemi, R. I. Bahar and S. Reda
Runtime Configurable Deep Neural Networks for Energy-Accuracy Trade-off
IEEE International Conference on Hardware/Software Codesign and System Synthesis

O. Ulusel, C. Picardo, C. Harris, S. Reda and R. I. Bahar
Hardware Acceleration of Feature Detection and Description Algorithms on Low-Power Embedded Platforms
IEEE Field Programmable Logic

K. Dev, S. Reda, I. Paul, W. Huang and W. Burleson
Workload-aware Power Gating Design and Run-time Management for Massively Parallel GPGPUs
IEEE Symposium on Very-Large Scale Integration

X. Zhan, R. Azimi, S. Kanev, D. Brooks and S. Reda
CARB: A C-State Power Management Arbiter For Latency-Critical Workloads
IEEE Computer Architecture Letters

S. Hashemi, R. I. Bahar and S. Reda
A Low-Power Dynamic Divider for Approximate Applications
IEEE/ACM Design Automation Conference

X. Zin, M. Shoaib and S. Reda
Creating Soft Heterogeneity in Clusters Through Firmware Re-configuration
IEEE Cluster, Cloud and Grid Computing

M. Badiei, X. Zhan, R. Azimi, S. Reda and N. Li
DiBA: Distributed Power Budget Allocation for Large-Scale Computing Clusters
IEEE Cluster, Cloud and Grid Computing


2015

R. Azimi, X. Zhan and S. Reda
How Good Are Low-Power 64-bit SoCs for Server-Class Workloads?
IEEE International Symposium on Workload Characterization

S. Hashemi, R. I. Bahar and S. Reda
DRUM: A Dynamic Range Unbiased Multiplier for Approximate Applications
ACM/IEEE International Conference on Computer-Aided Design
Best Paper Candidate.

S. Jayakumar, S. Reda
Making Sense of Thermoelectrics for Processor Thermal Management and Energy Harvesting
ACM/IEEE International Symposium on Low-Power Electronics and Design

X. Zhan and S. Reda
Power Budgeting Techniques for Datacenters
IEEE Transactions on Computers


2014

A. N. Nowroz, K. Hu, F. Koushanfar, S. Reda
Novel Techniques for High-Sensitivity Hardware Trojan Detection using Thermal and Power Maps
IEEE Transactions on Computer-Aided Design

Azimi, X. Zhan and S. Reda
Thermal-Aware Layout Planning for Heterogeneous Datacenters
IEEE International Symposium on Low-Power Electronics and Design

O. Ulusel, K. Nepal, R. I. Bahar and S. Reda
Fast Design Exploration for Performance, Power and Accuracy Tradeoffs in FPGA-Based Accelerators
in ACM Transactions on Reconfigurable Technology and Systems

K. Nepal, Y. Li, R. I. Bahar and S. Reda
ABACUS: A Technique for Automated Behavioral Synthesis of Approximate Computing Circuits
Design, Automation and Test in Europe


2013

K. Dev, A. N. Nowroz and S. Reda
Power Mapping and Modeling of Multi-core Processors
IEEE International Symposium on Low-Power Electronics and Design

C. Hankendi S. Reda, A. Coskun
vCap: Adaptive Power Capping for Virtualized Servers
IEEE International Symposium on Low-Power Electronics and Design

X. Zhan and S. Reda
Techniques for Energy-Efficient Power Budgeting in Data Centers
Design Automation Conference

K. Dev, G. Woods and S. Reda
High-Throughput TSV Testing and Characterization for 3D Integration Using Thermal Mapping
Design Automation Conference

F. Paterna and S. Reda
Mitigating Dark Silicon Problems Using Superlattice-based Thermoelectric Coolers
Design, Automation and Test in Europe

K. Hu, A. Nowroz, S. Reda and F. Koushanfar
High-Sensitivity Hardware Trojan Detection Using Multimodal Characterization Power Mapping of Integrated Circuits Using AC-based Thermography
Design, Automation and Test in Europe

A. N. Nowroz, G. Woods and S. Reda
Power Mapping of Integrated Circuits Using AC-based Thermography
IEEE Transactions on VLSI

S. Reda, A. N. Nowroz, R. Cochran, S. Angelevski
Post-Silicon Power Mapping Techniques for Integrated Circuits
ElSevier VLSI Integration Journal


2012

R. Cochran and S. Reda
Thermal Prediction and Adaptive Control Through Workload Phase Detection
ACM Transactions on Design Automation of Eletronic Systems

S. Reda, R. Cochran, and A. Coskun
Adaptive Power Capping for Servers with Multi-­threaded Workloads
IEEE Micro Journal

S. Reda and A. N. Nowroz
Power Modeling and Characterization of Computing Devices: A Survey
Foundations and Trends in Electronic Design Automation Journal

K. Nepal, O. Ulusul, R. I. Bahar and S. Reda
Fast Multi-Objective Algorithmic-Design Co-Exploration for FPGA-based Accelerators
IEEE International Symposium on Field-Programmable Custom Computing Machines


2011

R. Cochran, C. Hankendi, A. Coskun and S. Reda
Pack & Cap: Adaptive DVFS and Thread Packing Under Power Caps
ACM/IEEE International Symposium on Microarchitecture

R. Cochran, C. Hankendi, A. Coskun and S. Reda
Identifying the Optimal Energy-Efficient Operating Points of Parallel Workloads
ACM/IEEE International Conference on Computer-Aided Design

S. Reda
Thermal and Power Characterization of Real Computing Devices
IEEE Journal on Emerging Topics in Circuits and Systems

A. N. Nowroz, G. Woods and S. Reda
Improved Post-Silicon power Modeling Using AC Lock-In Techniques
ACM/IEEE Design Automation Conference

S. Reda, R. Cochran, and A. N. Nowroz
Improved Thermal Tracking for Processors Using Hard and Soft Sensor Allocation Techniques
IEEE Transactions on Computers

A. N. Nowroz and S. Reda
Thermal and Power Characterization of Field-Programmable Gate Arrays
ACM International Symposium on Field Programmable Gate Arrays


2010

N. H. Khan, S. Reda and S. Hassoun
Early Estimation of TSV Area for Power Delivery in 3D Integrated Circuits
IEEE International 3D Systems Integration Conference

R. Cochran, A. N. Nowroz and S. Reda
Post-Silicon Power Characterization Using Thermal Infrared Emissions
International Symposium on Low-Power Electronics and Design
Best Paper Award

S. Reda and S. Nassif
Accurate Spatial Estimation and Decomposition Techniques for Variability Characterization
IEEE Transactions on Semiconductor Manufacturing

A. N. Nowroz, R. Cochran and S. Reda
Thermal Monitoring of Real Processors: Techniques for Sensor Allocation and Full Characterization
Design Automation Conference

R. Cochran and S. Reda
Consistent Runtime Thermal Prediction and Control Through Workload Phase Detection
Design Automation Conference


2009

S. Reda, A. Si and R. I. Bahar
Reducing the Leakage and Timing Variability of 2D ICs Using 3D ICs
International Symposium on Low Power Electronics and Design

S. Reda
Using Circuit Structural Analysis Techniques for Networks in Systems Biology
System Level Interconnect Prediction (/pdfs/SLIP)

R. Cochran and S. Reda
Spectral Techniques for High-Resolution Thermal Characterization with Limited Sensor Data
Design Automation Conference (/pdfs/DAC)

R. Le, S. Reda and R. I. Bahar
High-Performance, Cost-Effective Heterogeneous 3D FPGA Architectures
Great Lakes VLSI Symposium

M. Kadin, S. Reda and G. Uht
Central vs. Distributed Dynamic Thermal Management for Multi-Core Processors: Which one is better?
Great Lakes VLSI Symposium

S. Reda and S. Nassif
Analyzing the Impact of Process Variations on Parametric Measurements: Novel Models and Applications
Design, Automation, Test in Europe

S. Reda, G. Smith and L. Smith
Maximizing the Functional Yield of Wafer-to-Wafer 3D Integration
IEEE Transactions on Very Large Scale Integration Systems


2008

C. Ferri, S. Reda and R. I. Bahar
Parametric Yield Management for 3D ICs: Models and Strategies for Improvement
ACM Journal on Emerging Technologies in Computing Systems

M. Kadin and S. Reda
Frequency and Voltage Planning for Multi-Core Processors Under Thermal Constraints
International Conference on Computer Design

M. Kadin and S. Reda
Frequency Planning for Multi-Core Processors Under Thermal Constraints
International Symposium on Low Power Electronics and Design

B. Hargreaves, H. Hult and S. Reda
Within-die Process Variations: How Accurately can They Be Statistically Modeled?
Proc. Asia-Pacific Design Automation Conference
Best Paper Candidate.


2007

C. Ferri, S. Reda and R. I. Bahar
Strategies for Improving the Parametric Yield and Profits of 3D ICs
Proc. International Conference on Computer-Aided Design

D. Meisner and S. Reda
Hardware Libraries: An Architecture for Economic Acceleration in Soft Multi-Core Environments
Proc. International Conference on Computer Design

A. B. Kahng, S. Reda and P. Sharma
On-Line Adjustable Buffering for Runtime Power Reduction
Proc. International Symposium on Quality Electronic Design Automation

A. Kahng and S. Reda and Q. Wang
APlace: A High Quality, Large-Scale Analytical Placer
Modern Circuit Placement: Best Practices and Results, Springer


2001-2006

Please check Prof. S. Reda’s CV