Boosting TalTech Capacity in Reliable and Efficient AI-Chip Design

Project Information

TAICHIP

Grant agreement ID: 101160182

DOI

10.3030/101160182

EC signature date 30 April 2024

Start date 1 September 2024

End date 31 August 2027

Funded under

• Widening participation and spreading excellence

Total cost

No data

EU contribution

€ 1 234 567,89

Coordinated by

TALLINNA TEHNIKAÜLIKOOL
Estonia

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (4)

An Efficient Architecture for Edge AI Federated Learning With Homomorphic Encryption

Author(s): Dadmehr Rahbari, Masoud Daneshtalab, Maksim Jenihhin
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3576689

FORTALESA: Fault-tolerant reconfigurable systolic array for DNN inference

Author(s): Natalia Cherezova, Artur Jutman, Maksim Jenihhin
Published in: Microprocessors and Microsystems, Issue 119, 2025, ISSN 0141-9331
Publisher: Elsevier BV
DOI: 10.1016/J.MICPRO.2025.105222

Special Session: In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs

Author(s): Selg, Hardi; Shibin, Konstantin; Tsertov, Anton; Jenihhin, Maksim; Ellervee, Peeter; Raik, Jaan
Published in: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), 2024, ISSN 2765-933X
Publisher: IEEE
DOI: 10.1109/DFT63277.2024.10753541

AdAM: Adaptive Approximate Multiplier for Fault Tolerance in DNN Accelerators

Author(s): Mahdi Taheri, Natalia Cherezova, Samira Nazari, Ali Azarpeyvand, Tara Ghasempouri, Masoud Daneshtalab, Jaan Raik, Maksim Jenihhin
Published in: IEEE Transactions on Device and Materials Reliability, Issue 25, 2025, ISSN 1530-4388
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TDMR.2024.3523386

Conference proceedings (9)

AxEnMULT: Design of an Efficient and Reliable Approximate Encoding-Based Multiplier

Author(s): Ahsan Rafiq, Alberto Bosio, Salvatore Pappalardo, Maksim Jenihhin
Published in: 2025 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2025
Publisher: IEEE
DOI: 10.1109/ISVLSI65124.2025.11130248

Adaptive Fault Resilience for Early-Exit DNNs

Author(s): Kodamanchili, Rama Mounika; Cherezova; Natalia; Taheri, Mahdi; Jenihhin, Maksim
Published in: IEEE Asian Test Symposium (ATS'25) (ATS-25)
DOI: 10.5281/ZENODO.18462542

Reliability-Aware Performance Optimization of DNN HW Accelerators Through Heterogeneous Quantization

Author(s): Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Christian Herglotz, Maksim Jenihhin
Published in: 2025 IEEE 26th Latin American Test Symposium (LATS), 2025
Publisher: IEEE
DOI: 10.1109/LATS65346.2025.10963948

FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs

Author(s): Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Tara Ghasempouri, Christian Herglotz, Masoud Daneshtalab, Maksim Jenihhin
Published in: 2024
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.36227/techrxiv.173143099.94285566/v1

Special Session: In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs

Author(s): Hardi Selg, Konstantin Shibin, Anton Tsertov, Maksim Jenihhin, Peeter Ellervee, Jaan Raik
Published in: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), 2024
Publisher: IEEE
DOI: 10.1109/DFT63277.2024.10753541

FORTUNE: A Negative Memory Overhead Hardware-Agnostic Fault TOleRance TechniqUe in DNNs

Author(s): Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Tara Ghasempouri, Christian Herglotz, Masoud Daneshtalab, Maksim Jenihhin
Published in: 2024 IEEE 33rd Asian Test Symposium (ATS), 2025
Publisher: IEEE
DOI: 10.1109/ATS64447.2024.10915463

GENIE: GENetIc Algorithm-Based REliability Assessment Methodology for Deep Neural Networks

Author(s): Samira Nazari, Mahdi Taheri, Ali Azarpeyvand, Mohsen Afsharchi, Christian Herglotz, Maksim Jenihhin
Published in: 2025 11th International Conference on Computing and Artificial Intelligence (ICCAI), 2025
Publisher: IEEE
DOI: 10.1109/ICCAI66501.2025.00049

XMULT: An Energy-Efficient Design of Approximate Multiplier

Author(s): Ahsan Rafiq, Maksim Jenihhin
Published in: 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2025
Publisher: IEEE
DOI: 10.1109/DSN-W65791.2025.00047

RL-Agent-based Early-Exit DNN Architecture Search Framework

Author(s): Mahdi Taheri, Parth Patne, Natalia Cherezova, Ali Mahani, Christian Herglotz, Maksim Jenihhin
Published in: 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), 2025
Publisher: IEEE
DOI: 10.1109/DDECS63720.2025.11006795