TFApprox: Towards a Fast Emulation of DNN Approximate Hardware
Accelerators on GPU

TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU

21 February 2020

Vojtěch Mrázek

Lukás Sekanina

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Papers citing "TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU"

12 / 12 papers shown

Title
Carbon-Efficient 3D DNN Acceleration: Optimizing Performance and Sustainability Aikaterini Maria Panteleaki K. Balaskas Georgios Zervakis H. Amrouch Iraklis Anagnostopoulos 69 1 0 14 Apr 2025
Leveraging Highly Approximated Multipliers in DNN Inference Georgios Zervakis Fabio Frustaci Ourania Spantidi Iraklis Anagnostopoulos H. Amrouch Jörg Henkel 117 1 0 21 Dec 2024
TransAxx: Efficient Transformers with Approximate Computing Dimitrios Danopoulos Georgios Zervakis Dimitrios Soudris Jörg Henkel ViT 117 2 0 12 Feb 2024
ApproxTrain: Fast Simulation of Approximate Multipliers for DNN Training and Inference Jing Gong Hassaan Saadat Hasindu Gamaarachchi Haris Javaid X. Hu S. Parameswaran 80 18 0 09 Sep 2022
Combining Gradients and Probabilities for Heterogeneous Approximation of Neural Networks E. Trommer Bernd Waschneck Akash Kumar 60 8 0 15 Aug 2022
DNNShield: Dynamic Randomized Model Sparsification, A Defense Against Adversarial Machine Learning Mohammad Hossein Samavatian Saikat Majumdar Kristin Barber R. Teodorescu AAML 94 2 0 31 Jul 2022
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey Giorgos Armeniakos Georgios Zervakis Dimitrios Soudris J. Henkel 363 100 0 16 Mar 2022
AdaPT: Fast Emulation of Approximate DNN Accelerators in PyTorch Dimitrios Danopoulos Georgios Zervakis K. Siozios Dimitrios Soudris J. Henkel 94 33 0 08 Mar 2022
HEAM: High-Efficiency Approximate Multiplier Optimization for Deep Neural Networks Su Zheng Zhen Li Yao Lu Jingbo Gao Jide Zhang Lingli Wang 51 6 0 20 Jan 2022
Positive/Negative Approximate Multipliers for DNN Accelerators Ourania Spantidi Georgios Zervakis Iraklis Anagnostopoulos H. Amrouch J. Henkel 50 20 0 20 Jul 2021
Control Variate Approximation for DNN Accelerators Georgios Zervakis Ourania Spantidi Iraklis Anagnostopoulos H. Amrouch J. Henkel BDL 60 24 0 18 Feb 2021
Evolutionary Neural Architecture Search Supporting Approximate Multipliers Michal Pinos Vojtěch Mrázek Lukás Sekanina 82 10 0 28 Jan 2021