Control Variate Approximation for DNN Accelerators

Control Variate Approximation for DNN Accelerators

18 February 2021

Georgios Zervakis

Ourania Spantidi

Iraklis Anagnostopoulos

Papers citing "Control Variate Approximation for DNN Accelerators"

11 / 11 papers shown

Title
Explainable AI-Guided Efficient Approximate DNN Generation for Multi-Pod Systolic Arrays Ayesha Siddique Khurram Khalil K. A. Hoque 43 0 0 20 Mar 2025
Leveraging Highly Approximated Multipliers in DNN Inference Georgios Zervakis Fabio Frustaci Ourania Spantidi Iraklis Anagnostopoulos H. Amrouch Jörg Henkel 72 1 0 21 Dec 2024
TransAxx: Efficient Transformers with Approximate Computing Dimitrios Danopoulos Georgios Zervakis Dimitrios Soudris Jörg Henkel ViT 42 2 0 12 Feb 2024
Hardware-Aware DNN Compression via Diverse Pruning and Mixed-Precision Quantization K. Balaskas Andreas Karatzas Christos Sad K. Siozios Iraklis Anagnostopoulos Georgios Zervakis Jörg Henkel MQ 33 10 0 23 Dec 2023
Co-Design of Approximate Multilayer Perceptron for Ultra-Resource Constrained Printed Circuits Giorgos Armeniakos Georgios Zervakis Dimitrios Soudris M. Tahoori J. Henkel TPM 24 12 0 28 Feb 2023
Low Error-Rate Approximate Multiplier Design for DNNs with Hardware-Driven Co-Optimization Yao Lu Jide Zhang Su Zheng Zhen Li Lingli Wang MQ 23 2 0 08 Oct 2022
Approximate Computing and the Efficient Machine Learning Expedition J. Henkel Hai Helen Li A. Raghunathan M. Tahoori Swagath Venkataramani Xiaoxuan Yang Georgios Zervakis 11 17 0 02 Oct 2022
Energy-efficient DNN Inference on Approximate Accelerators Through Formal Property Exploration Ourania Spantidi Georgios Zervakis Iraklis Anagnostopoulos J. Henkel 13 4 0 25 Jul 2022
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey Giorgos Armeniakos Georgios Zervakis Dimitrios Soudris J. Henkel 201 93 0 16 Mar 2022
AdaPT: Fast Emulation of Approximate DNN Accelerators in PyTorch Dimitrios Danopoulos Georgios Zervakis K. Siozios Dimitrios Soudris J. Henkel 22 31 0 08 Mar 2022
Positive/Negative Approximate Multipliers for DNN Accelerators Ourania Spantidi Georgios Zervakis Iraklis Anagnostopoulos H. Amrouch J. Henkel 18 18 0 20 Jul 2021