Soyed Tuhin Ahmed

33 papers A 6B 4C 1Misc 4Journal 17Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Concurrent Self-Testing and Uncertainty Estimation of Neural Networks Using Uncertainty Fingerprint.
IEEE Trans. Emerg. Top. Comput.
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2025 Misc conf
AI for Test : (Innovation Practices Track).
VTS
Arjun Chaudhuri, Soyed Tuhin Ahmed
2025 A conf
Fault Tolerance in RRAM-based AI Accelerator with Guided Randomized Activation.
ITC
Soyed Tuhin Ahmed, Eduardo Ortega, Ryan Depsey, T. Patrick Xiao, Ben Feinberg, Christopher H. Bennett, Matthew J. Marinella, Krishnendu Chakrabarty
2024 J jnl
Concurrent Self-testing of Neural Networks Using Uncertainty Fingerprint.
CoRR
Soyed Tuhin Ahmed, Mehdi Baradaran Tahoori
2024 J jnl
Design-time Reference Current Generation for Robust Spintronic-based Neuromorphic Architecture.
ACM J. Emerg. Technol. Comput. Syst.
Soyed Tuhin Ahmed, Mahta Mayahinia, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori
2024 A conf
Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations.
DATE
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 J jnl
Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations.
CoRR
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 J jnl
Few-Shot Testing: Estimating Uncertainty of Memristive Deep Neural Networks Using One Bayesian Test Vector.
CoRR
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2024 Misc conf
NN-ECC: Embedding Error Correction Codes in Neural Network Weight Memories using Multi-task Learning.
VTS
Soyed Tuhin Ahmed, Surendra Hemaram, Mehdi B. Tahoori
2024 A conf
NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI.
DATE
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 J jnl
NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI.
CoRR
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 J jnl
One-Shot Online Testing of Deep Neural Networks Based on Distribution Shift Detection.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2024 J jnl
Scalable and Efficient Methods for Uncertainty Estimation and Reduction in Deep Learning.
CoRR
Soyed Tuhin Ahmed
2024 B conf
Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks.
ETS
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 J jnl
Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks.
CoRR
Soyed Tuhin Ahmed, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2024 A conf
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights.
ICCAD
Soyed Tuhin Ahmed, Michael Hefenbrock, Mehdi B. Tahoori
2024 J jnl
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights.
CoRR
Soyed Tuhin Ahmed, Michael Hefenbrock, Mehdi B. Tahoori
2023 Misc conf
A Low Overhead Checksum Technique for Error Correction in Memristive Crossbar for Deep Learning Applications.
VTS
Surendra Hemaram, Soyed Tuhin Ahmed, Mahta Mayahinia, Christopher Münch, Mehdi B. Tahoori
2023 J jnl
Fault-Tolerant Neuromorphic Computing With Memristors Using Functional ATPG for Efficient Recalibration.
IEEE Des. Test
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2023 J jnl
NeuroScrub+: Mitigating Retention Faults Using Flexible Approximate Scrubbing in Neuromorphic Fabric Based on Resistive Memories.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Soyed Tuhin Ahmed, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori
2023 J jnl
One-Shot Online Testing of Deep Neural Networks Based on Distribution Shift Detection.
CoRR
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2023 B conf
Online Fault-Tolerance for Memristive Neuromorphic Fabric Based on Local Approximation.
ETS
Soyed Tuhin Ahmed, Roman Rakhmatullin, Mehdi B. Tahoori
2023 A conf
Scalable Spintronics-based Bayesian Neural Network for Uncertainty Estimation.
DATE
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2023 J jnl
Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale.
CoRR
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2023 J jnl
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation.
CoRR
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2023 J jnl
SpinBayes: Algorithm-Hardware Co-Design for Uncertainty Estimation Using Bayesian In-Memory Approximation on Spintronic-Based Architectures.
ACM Trans. Embed. Comput. Syst.
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2023 J jnl
SpinDrop: Dropout-Based Bayesian Binary Neural Networks With Spintronic Implementation.
IEEE J. Emerg. Sel. Topics Circuits Syst.
Soyed Tuhin Ahmed, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2022 — conf
Binary Bayesian Neural Networks for Efficient Uncertainty Estimation Leveraging Inherent Stochasticity of Spintronic Devices.
NANOARCH
Soyed Tuhin Ahmed, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
2022 A conf
Compact Functional Test Generation for Memristive Deep Learning Implementations using Approximate Gradient Ranking.
ITC
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2022 Misc conf
Fault-tolerant Neuromorphic Computing with Functional ATPG for Post-manufacturing Re-calibration.
VTS
Soyed Tuhin Ahmed, Mehdi B. Tahoori
2022 C conf
MVSTT: A Multi-Value Computation-in-Memory based on Spin-Transfer Torque Memories.
DSD
Atousa Jafari, Mahta Mayahinia, Soyed Tuhin Ahmed, Christopher Münch, Mehdi B. Tahoori
2022 B conf
Process and Runtime Variation Robustness for Spintronic-Based Neuromorphic Fabric.
ETS
Soyed Tuhin Ahmed, Mahta Mayahinia, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori
2021 B conf
NeuroScrub: Mitigating Retention Failures Using Approximate Scrubbing in Neuromorphic Fabric Based on Resistive Memories.
ETS
Soyed Tuhin Ahmed, Michael Hefenbrock, Christopher Münch, Mehdi B. Tahoori