Publications

Doctoral Thesis (1)

Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices (Oct 2022)
Mohammad Loni

Journal article (4)

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)

Conference/Workshop Paper (7)

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)

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)