Picture for Mehdi B. Tahoori

Mehdi B. Tahoori

Design and In-training Optimization of Binary Search ADC for Flexible Classifiers

Add code
Oct 02, 2024
Viaarxiv icon

Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights

Add code
May 07, 2024
Viaarxiv icon

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

Add code
Feb 05, 2024
Viaarxiv icon

Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations

Add code
Jan 23, 2024
Viaarxiv icon

NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI

Add code
Jan 11, 2024
Viaarxiv icon

Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks

Add code
Jan 09, 2024
Viaarxiv icon

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

Add code
Dec 02, 2023
Viaarxiv icon

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

Add code
Nov 27, 2023
Viaarxiv icon

Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation

Add code
Jun 16, 2023
Viaarxiv icon

One-Shot Online Testing of Deep Neural Networks Based on Distribution Shift Detection

Add code
May 16, 2023
Viaarxiv icon