Georgios Zervakis

According to our database, Georgios Zervakis authored at least 54 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

TransAxx: Efficient Transformers with Approximate Computing.

Dimitrios Danopoulos, Georgios Zervakis, Dimitrios Soudris, Jörg Henkel

CoRR, 2024

Embedding Hardware Approximations in Discrete Genetic-based Training for Printed MLPs.

Florentia Afentaki, Michael Hefenbrock, Georgios Zervakis, Mehdi B. Tahoori

CoRR, 2024

2023

Model-to-Circuit Cross-Approximation For Printed Machine Learning Classifiers.

Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Mehdi B. Tahoori, Jörg Henkel

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., November, 2023

Co-Design of Approximate Multilayer Perceptron for Ultra-Resource Constrained Printed Circuits.

Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Mehdi B. Tahoori, Jörg Henkel

IEEE Trans. Computers, September, 2023

AdaPT: Fast Emulation of Approximate DNN Accelerators in PyTorch.

Dimitrios Danopoulos, Georgios Zervakis, Kostas Siozios, Dimitrios Soudris, Jörg Henkel

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., June, 2023

Targeting DNN Inference Via Efficient Utilization of Heterogeneous Precision DNN Accelerators.

Ourania Spantidi, Georgios Zervakis, Sami Alsalamin, Isai Roman-Ballesteros, Jörg Henkel, Hussam Amrouch, Iraklis Anagnostopoulos

IEEE Trans. Emerg. Top. Comput., 2023

Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey.

Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Jörg Henkel

ACM Comput. Surv., 2023

Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization.

Konstantinos Balaskas, Andreas Karatzas, Christos Sad, Kostas Siozios, Iraklis Anagnostopoulos, Georgios Zervakis, Jörg Henkel

CoRR, 2023

On-sensor Printed Machine Learning Classification via Bespoke ADC and Decision Tree Co-Design.

Giorgos Armeniakos, Paula L. Duarte, Priyanjana Pal, Georgios Zervakis, Mehdi B. Tahoori, Dimitrios Soudris

CoRR, 2023

Bespoke Approximation of Multiplication-Accumulation and Activation Targeting Printed Multilayer Perceptrons.

Florentia Afentaki, Gurol Saglam, Argyris Kokkinis, Kostas Siozios, Georgios Zervakis, Mehdi B. Tahoori

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Hardware-Aware Automated Neural Minimization for Printed Multilayer Perceptrons.

Argyris Kokkinis, Georgios Zervakis, Kostas Siozios, Mehdi B. Tahoori, Jörg Henkel

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

2022

Energy Efficient Edge Computing Enabled by Satisfaction Games and Approximate Computing.

Nafis Irtija, Iraklis Anagnostopoulos, Georgios Zervakis, Eirini-Eleni Tsiropoulou, Hussam Amrouch, Jörg Henkel

IEEE Trans. Green Commun. Netw., 2022

Variability-Aware Approximate Circuit Synthesis via Genetic Optimization.

Konstantinos Balaskas, Florian Klemme, Georgios Zervakis, Kostas Siozios, Hussam Amrouch, Jörg Henkel

IEEE Trans. Circuits Syst. I Regul. Pap., 2022

Energy-Efficient DNN Inference on Approximate Accelerators Through Formal Property Exploration.

Ourania Spantidi, Georgios Zervakis, Iraklis Anagnostopoulos, Jörg Henkel

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

Thermal-Aware Design for Approximate DNN Accelerators.

Georgios Zervakis, Iraklis Anagnostopoulos, Sami Salamin, Ourania Spantidi, Isai Roman-Ballesteros, Jörg Henkel, Hussam Amrouch

IEEE Trans. Computers, 2022

Impact of NCFET Technology on Eliminating the Cooling Cost and Boosting the Efficiency of Google TPU.

Sami Salamin, Georgios Zervakis, Florian Klemme, Hammam Kattan, Yogesh Singh Chauhan, Jörg Henkel, Hussam Amrouch

IEEE Trans. Computers, 2022

Approximate Decision Trees For Machine Learning Classification on Tiny Printed Circuits.

Konstantinos Balaskas, Georgios Zervakis, Kostas Siozios, Mehdi B. Tahoori, Jörg Henkel

Proceedings of the 23rd International Symposium on Quality Electronic Design, 2022

Approximate Computing and the Efficient Machine Learning Expedition.

Jörg Henkel, Hai Li, Anand Raghunathan, Mehdi B. Tahoori, Swagath Venkataramani, Xiaoxuan Yang, Georgios Zervakis

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

Cross-Layer Approximation For Printed Machine Learning Circuits.

Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris, Mehdi B. Tahoori, Jörg Henkel

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

Enabling Efficient Inference of Convolutional Neural Networks via Approximation.

Georgios Zervakis, Iraklis Anagnostopoulos, Hussam Amrouch, Jörg Henkel

Proceedings of the Approximate Computing, 2022

2021

PROTON: Post-Synthesis Ferroelectric Thickness Optimization for NCFET Circuits.

Sami Salamin, Georgios Zervakis, Yogesh Singh Chauhan, Jörg Henkel, Hussam Amrouch

IEEE Trans. Circuits Syst. I Regul. Pap., 2021

On the Resiliency of NCFET Circuits Against Voltage Over-Scaling.

Guilherme Paim, Georgios Zervakis, Girish Pahwa, Yogesh Singh Chauhan, Eduardo Antonio Cesar da Costa, Sergio Bampi, Jörg Henkel, Hussam Amrouch

IEEE Trans. Circuits Syst. I Regul. Pap., 2021

Automated Design Approximation to Overcome Circuit Aging.

Konstantinos Balaskas, Georgios Zervakis, Hussam Amrouch, Jörg Henkel, Kostas Siozios

IEEE Trans. Circuits Syst. I Regul. Pap., 2021

Impact of NCFET on Neural Network Accelerators.

Georgios Zervakis, Iraklis Anagnostopoulos, Sami Salamin, Yogesh Singh Chauhan, Jörg Henkel, Hussam Amrouch

IEEE Access, 2021

Positive/Negative Approximate Multipliers for DNN Accelerators.

Ourania Spantidi, Georgios Zervakis, Iraklis Anagnostopoulos, Hussam Amrouch, Jörg Henkel

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

FeFET and NCFET for Future Neural Networks: Visions and Opportunities.

Mikail Yayla, Kuan-Hsun Chen, Georgios Zervakis, Jörg Henkel, Jian-Jia Chen, Hussam Amrouch

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Reliability-Aware Quantization for Anti-Aging NPUs.

Sami Salamin, Georgios Zervakis, Ourania Spantidi, Iraklis Anagnostopoulos, Jörg Henkel, Hussam Amrouch

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Control Variate Approximation for DNN Accelerators.

Georgios Zervakis, Ourania Spantidi, Iraklis Anagnostopoulos, Hussam Amrouch, Jörg Henkel

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

Approximate Computing for ML: State-of-the-art, Challenges and Visions.

Georgios Zervakis, Hassaan Saadat, Hussam Amrouch, Andreas Gerstlauer, Sri Parameswaran, Jörg Henkel

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

2020

Weight-Oriented Approximation for Energy-Efficient Neural Network Inference Accelerators.

Zois-Gerasimos Tasoulas, Georgios Zervakis, Iraklis Anagnostopoulos, Hussam Amrouch, Jörg Henkel

IEEE Trans. Circuits Syst., 2020

NPU Thermal Management.

Hussam Amrouch, Georgios Zervakis, Sami Salamin, Hammam Kattan, Iraklis Anagnostopoulos, Jörg Henkel

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

Design Automation of Approximate Circuits With Runtime Reconfigurable Accuracy.

Georgios Zervakis, Hussam Amrouch, Jörg Henkel

IEEE Access, 2020

2019

VADER: Voltage-Driven Netlist Pruning for Cross-Layer Approximate Arithmetic Circuits.

Georgios Zervakis, Konstantina Koliogeorgi, Dimitrios Anagnostos, Nikolaos Zompakis, Kostas Siozios

IEEE Trans. Very Large Scale Integr. Syst., 2019

Multi-Level Approximate Accelerator Synthesis Under Voltage Island Constraints.

Georgios Zervakis, Sotirios Xydis, Dimitrios Soudris, Kiamal Z. Pekmestzi

IEEE Trans. Circuits Syst. II Express Briefs, 2019

Optimizing SVM Classifier Through Approximate and High Level Synthesis Techniques.

Konstantina Koliogeorgi, Georgios Zervakis, Dimitrios Anagnostos, Nikolaos Zompakis, Kostas Siozios

Proceedings of the 8th International Conference on Modern Circuits and Systems Technologies, 2019

Co-design Implications of Cost-effective On-demand Acceleration for Cloud Healthcare Analytics: The AEGLE approach.

Dimosthenis Masouros, Konstantina Koliogeorgi, Georgios Zervakis, Alexandra Kosvyra, Achilleas Chytas, Sotirios Xydis, Ioanna Chouvarda, Dimitrios Soudris

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

A Design Flow Framework for Fully-Connected Neural Networks Rapid Prototyping.

Nikolaos Zompakis, Dimitrios Anagnostos, Konstantina Koliogeorgi, Georgios Zervakis, Kostas Siozios

Proceedings of the International Conference on Omni-Layer Intelligent Systems, 2019

2018

VOSsim: A Framework for Enabling Fast Voltage Overscaling Simulation for Approximate Computing Circuits.

Georgios Zervakis, Fotios Ntouskas, Sotirios Xydis, Dimitrios Soudris, Kiamal Z. Pekmestzi

IEEE Trans. Very Large Scale Integr. Syst., 2018

Approximate Hybrid High Radix Encoding for Energy-Efficient Inexact Multipliers.

Vasileios Leon, Georgios Zervakis, Dimitrios Soudris, Kiamal Z. Pekmestzi

IEEE Trans. Very Large Scale Integr. Syst., 2018

Walking through the Energy-Error Pareto Frontier of Approximate Multipliers.

Vasileios Leon, Georgios Zervakis, Sotirios Xydis, Dimitrios Soudris, Kiamal Z. Pekmestzi

IEEE Micro, 2018

2017

AEGLE's Cloud Infrastructure for Resource Monitoring and Containerized Accelerated Analytics.

Konstantina Koliogeorgi, Dimosthenis Masouros, Georgios Zervakis, Sotirios Xydis, Tobias Becker, Georgi Gaydadjiev, Dimitrios Soudris

Proceedings of the 2017 IEEE Computer Society Annual Symposium on VLSI, 2017

2016

Design-Efficient Approximate Multiplication Circuits Through Partial Product Perforation.

Georgios Zervakis, Kostas Tsoumanis, Sotirios Xydis, Dimitrios Soudris, Kiamal Z. Pekmestzi

IEEE Trans. Very Large Scale Integr. Syst., 2016

Flexible DSP Accelerator Architecture Exploiting Carry-Save Arithmetic.

Kostas Tsoumanis, Sotirios Xydis, Georgios Zervakis, Kiamal Z. Pekmestzi

IEEE Trans. Very Large Scale Integr. Syst., 2016

Pre-Encoded Multipliers Based on Non-Redundant Radix-4 Signed-Digit Encoding.

Kostas Tsoumanis, Nicholas Axelos, Nikolaos Moschopoulos, Georgios Zervakis, Kiamal Z. Pekmestzi

IEEE Trans. Computers, 2016

Performance-power exploration of software-defined big data analytics: The AEGLE cloud backend.

Georgios Zervakis, Sotirios Xydis, Dimitrios Soudris

Proceedings of the International Conference on Embedded Computer Systems: Architectures, 2016

2015

Delta DICE: A Double Node Upset resilient latch.

Nikolaos Eftaxiopoulos, Nicholas Axelos, Georgios Zervakis, Kostas Tsoumanis, Kiamal Z. Pekmestzi

Proceedings of the IEEE 58th International Midwest Symposium on Circuits and Systems, 2015

Hybrid approximate multiplier architectures for improved power-accuracy trade-offs.

Georgios Zervakis, Sotirios Xydis, Kostas Tsoumanis, Dimitrios Soudris, Kiamal Z. Pekmestzi

Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2015

Approximate Multiplier Architectures Through Partial Product Perforation: Power-Area Tradeoffs Analysis.

Georgios Zervakis, Kostas Tsoumanis, Sotirios Xydis, Nicholas Axelos, Kiamal Z. Pekmestzi

Proceedings of the 25th edition on Great Lakes Symposium on VLSI, GLVLSI 2015, Pittsburgh, PA, USA, May 20, 2015

2014

FF-DICE: An 8T soft-error tolerant cell using Independent Dual Gate SOI FinFETs.

Nicholas Axelos, Nikolaos Eftaxiopoulos-Sarris, Georgios Zervakis, Kostas Tsoumanis, Kiamal Z. Pekmestzi

Proceedings of the 2014 IEEE 20th International On-Line Testing Symposium, 2014

A high radix montgomery multiplier with concurrent error detection.

Georgios Zervakis, Nikolaos Eftaxiopoulos-Sarris, Kostas Tsoumanis, Nicholas Axelos, Kiamal Z. Pekmestzi

Proceedings of the 9th International Design and Test Symposium, 2014

An independent dual gate SOI FinFET soft-error resilient memory cell.

Nikolaos Eftaxiopoulos-Sarris, Nicholas Axelos, Georgios Zervakis, Kostas Tsoumanis, Kiamal Z. Pekmestzi

Proceedings of the 9th International Design and Test Symposium, 2014

High performance MAC designs.

Nikolaos Eftaxiopoulos-Sarris, Georgios Zervakis, Kiamal Z. Pekmestzi, Costas Efstathiou

Proceedings of the 9th International Design and Test Symposium, 2014

A segmentation-based BISR scheme.

Georgios Zervakis, Nikolaos Eftaxiopoulos-Sarris, Kostas Tsoumanis, Nicholas Axelos, Kiamal Z. Pekmestzi

Proceedings of the 19th Asia and South Pacific Design Automation Conference, 2014

2013

A radiation tolerant and self-repair memory cell.

Nikolaos Eftaxiopoulos-Sarris, Georgios Zervakis, Kostas Tsoumanis, Kiamal Z. Pekmestzi

Proceedings of the 2013 IEEE 19th International On-Line Testing Symposium (IOLTS), 2013