Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices (Oct 2022) Mohammad Loni
Frequency Domain Complex-Valued Convolutional Neural Network (Jul 2025) Mainak Chakraborty, Masood Aryapoor , Masoud Daneshtalab Expert Systems with Applications: X (ESWA: X)
Enhancing Global Model Performance in Federated Learning with Non-IID Data using a Data-Free Generative Diffusion Model (Oct 2024) MohammadReza Najafi , Masoud Daneshtalab, Jeong-A Lee , Seokjoo Shin Journal of IEEE Access (IEEE-Access)
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks (Jan 2024) Mohammad Ahmadilivani , Mahdi Taheri , Jaan Raik , Masoud Daneshtalab, Maksim Jenihhin ACM Computing Surveys (CSUR)
DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023) Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab ACM Transactions on Embedded Computing Systems (TECS 2024)
FaCT-LSTM: Fast and Compact Ternary Architecture for LSTM Recurrent Neural Networks (Jun 2022) Najmeh Nazari , Seyed Ahmad Mirsalari , Sima Sinaei, Mostafa Salehi , Masoud Daneshtalab IEEE Design and Test (IEEE D&T)
FastStereoNet: A Fast Neural Architecture Search for Improving the Inference of Disparity Estimation on Resource-Limited Platforms (Nov 2021) Mohammad Loni, Ali Zoljodi, Amin Majd , Byung Hoon Ahn , Masoud Daneshtalab, Mikael Sjödin, Hadi Esmaeilzadeh IEEE Transactions on Systems, Man, and Cybernetics: Systems (SMCS)
FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs (Dec 2024) Samira Nazari , Mahdi Taheri , Ali Azarpeyvand , Tara Ghasempouri , Masoud Daneshtalab, Maksim Jenihhin 33rd IEEE Asian Test Symposium (ATS-24)
Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning Mohammad Ahmadilivani , Seyedhamidreza Mousavi, Jaan Raik , Masoud Daneshtalab, Maksim Jenihhin 30th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS'24)
AdAM: Adaptive Fault-Tolerant Approximate Multiplier for Edge DNN Accelerators Mahdi Taheri , Natalia Cherezova , Samira Nazari , Ahsan Rafiq , Ali Azarpeyvand , Tara Ghasempouri , Masoud Daneshtalab, Jaan Raik , Maksim Jenihhin IEEE European Test Symposium (ETS'24)
Cost-Efficient Reliability for Edge-AI Chips Maksim Jenihhin , Mahdi Taheri , Natalia Cherezova , Mohammad Ahmadilivani , Ahsan Rafiq , Jaan Raik IEEE International Latin American Test Symposium (LATS'24)
Saffira: a framework for assessing the reliability of systolic-array-based dnn accelerators Mahdi Taheri , Masoud Daneshtalab, Jaan Raik , Maksim Jenihhin , Salvatore Pappalardo , Joachim Paul , Alberto Bosio 27th IEEE Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)
Autonomous Realization of Safety-and Time-Critical Embedded Artificial Intelligence (Mar 2024) Joakim Lindén, Andreas Ermedahl, Hans Salomonsson , Masoud Daneshtalab, Bjorn Forsberg , Paris Carbon Design, Automation & Test in Europe Conference (DATE'24)
Analysis and Improvement of Resilience for Long Short-Term Memory Neural Networks (Oct 2023) Mohammad Ahmadilivani , Jaan Raik , Masoud Daneshtalab, Alar Kuusik 36th IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT 2023)
Efficient On-device Transfer Learning using Activation Memory Reduction (Sep 2023) Amin Yoosefi , Seyedhamidreza Mousavi, Masoud Daneshtalab, Mehdi Kargahi International Conference on Fog and Mobile Edge Computing (FMEC)
DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023) Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab EMBEDDED SYSTEMS WEEK (ESWEEK 2023)
Enhancing Fault Resilience of QNNs by Selective Neuron Splitting (Jun 2023) Mohammad Ahmadilivani , Javid Taheri , Jaan Raik , Maksim Jenihhin , Masoud Daneshtalab 5th IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) (AICAS 2023)
APPRAISER: DNN Fault Resilience Analysis Employing Approximation Errors (May 2023) Mahdi Taheri , Mohammad Ahmadilivani , Maksim Jenihhin , Masoud Daneshtalab, Jaan Raik International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane Detection (Sep 2022) Ali Zoljodi, Mohammad Loni, Sadegh Abadijou , Mina Alibeigi , Masoud Daneshtalab ICANN2022: 31st International Conference on Artificial Neural Networks (ICANN2022)
TAS:Ternarized Neural Architecture Search for Resource-Constrained Edge Devices (Mar 2022) Mohammad Loni, Seyedhamidreza Mousavi, Mohammad Riazati, Masoud Daneshtalab, Mikael Sjödin Design, Automation and Test in Europe Conference (DATE'22)
RoCo-NAS: Robust and Compact Neural Architecture Search (Jul 2021) Vahid Geraeinejad , Sima Sinaei, Mehdi Modarressi , Masoud Daneshtalab the international joint conference on neural networks (IJCNN)
Image Synthesisation and Data Augmentation for Safe Object Detection in Aircraft Auto-Landing System (Feb 2021) Najda Vidimlic , Alexandra Levin , Mohammad Loni, Masoud Daneshtalab 16th International Conference on Computer Vision Theory and Applications (VISAPP 2021)
proard: progressive adversarial robustness distillation: provide wide range of robust students (Jul 2025) Seyedhamidreza Mousavi, Seyedali Mousavi, Masoud Daneshtalab International Joint Conference on Neural Networks 2025 (IJCNN 2025)
DAT (Dec 2024) Ali Asghar Sharifi, Ali Zoljodi , Masoud Daneshtalab Sensors (MDPI Sensors)
TrajectoryNAS (Sep 2024) Ali Asghar Sharifi, Ali Zoljodi , Masoud Daneshtalab Sensors (SENSC9)
Contrastive Learning for Lane Detection via cross-similarity (Sep 2024) Ali Zoljodi , Sadegh Abadijou , Mina Alibeigi , Masoud Daneshtalab Pattern Recognition (PR)