Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using
Stochastic Scale

Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale

27 November 2023

Soyed Tuhin Ahmed

Michael Hefenbrock

Papers citing "Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale"

10 / 10 papers shown

Title
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights Soyed Tuhin Ahmed Michael Hefenbrock M. Tahoori UQCV 31 1 0 07 May 2024
Enhancing Fairness and Performance in Machine Learning Models: A Multi-Task Learning Approach with Monte-Carlo Dropout and Pareto Optimality Khadija Zanna Akane Sano FaML 49 1 0 12 Apr 2024
Scalable and Efficient Methods for Uncertainty Estimation and Reduction in Deep Learning Soyed Tuhin Ahmed BDL 32 0 0 13 Jan 2024
NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI Soyed Tuhin Ahmed K. Danouchi G. Prenat L. Anghel M. Tahoori 33 0 0 11 Jan 2024
Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks Soyed Tuhin Ahmed Michael Hefenbrock G. Prenat L. Anghel M. Tahoori 24 0 0 09 Jan 2024
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation Soyed Tuhin Ahmed K. Danouchi Michael Hefenbrock G. Prenat L. Anghel M. Tahoori 46 8 0 16 Jun 2023
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 133 324 0 24 Sep 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 336 75,888 0 18 May 2015