Muhammad Awais

IT Branch – ISCTE-IUL
Av.ª das Forças Armadas
Lisboa
1649-026
Tel: +351 210 464 023
Email: Send Email

Thesis Information

Graph Generation for Electronic Design Automation Based on Graph Neural Network, ISCTE - Instituto Universitário de Lisboa, PhD Student, Muhammad Awais, Supervisor: S. Oliveira, Co-supervisor: O. Postolache, nov-2024 - nov-2027

Publications

3Papers in Journals

M. Awais, O. Postolache, S. Oliveira, Quantum-enhanced learning: Leveraging von Neumann entropy for enhanced graph neural network performance, Neural Networks, Vol. 201, No., pp. 108958 - 108958, September, 2026 | BibTex
M. Awais, O. Postolache, S. Oliveira, Graph-based contrastive learning for self-supervised semiconductor wafer defect detection, journal of intelligent manufacturing, Vol., No., pp. -, July, 2026 | BibTex
M. Raza, N. Singh, M. Khalid, S. Khan, M. Awais, M. Hadi, M. Imran, S. Islam, J. R. Rodrigues, Challenges and Limitations of Internet of Things Enabled Healthcare in COVID-19, ieee internet of things magazine, Vol. 4, No. 3, pp. 60 - 65, September, 2021 | BibTex

1Papers in Conferences

M. Awais, S. Oliveira, O. Postolache, MultiSpecGNN: Multi-Scale Spectral Graph Neural Networks for Long-Range Graph Learning, International Conference on Industry 4.0 I4Tech2025, Pune, India, September, 2025 | Full text (PDF 689 KBs) | BibTex

Related UN SDG

Activities from this researcher fall under the following United Nations Strategic Development Goals (SDGs):

Name	Type	Set by	Duration
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Name	Type	Set by	Duration
`_ga`	Cookie	Google Analytics	13 months
`_ga_1P84PH2BSW`	Cookie	Google Analytics	13 months

Name	Type	Set by	Duration
`VISITOR_INFO1_LIVE`	Cookie	YouTube (Google)	6 months
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