Article

Akrom, Muhamad (2024) Quantum Support Vector Machine for Classification Task: A Review. Journal of Multiscale Materials Informatics, 1 (2). pp. 1-8. ISSN 3047-5724

Akrom, Muhamad and Setiadi, De Rosal Ignatius Moses Towards intelligent post-quantum security: a machine learning approach to FrodoKEM, Falcon, and SIKE. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Akrom, Muhamad and Trisnapradika, Gustina Alfa Synergizing Quantum Computing and Machine Learning: A Pathway Toward Quantum-Enhanced Intelligence. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Al Azies, Harun and Akrom, Muhamad Layerwise Quantum Training: A Progressive Strategy for Mitigating Barren Plateaus in Quantum Neural Networks. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Dian Arif, Rachman and Muhamad, Akrom (2025) Variational Quantum Circuits Design Principles, Applications, and Challenges Toward Practical: A Review. Journal of Multiscale Materials Informatics, 2 (2). pp. 16-29. ISSN 3047-5724

Dian Arif, Rachman and Muhamad, Akrom and Didik, Hermanto and Moch. Anjas, Aprihartha and Khafiizh, Hastuti and Ayu, Pertiwi and Purwanto, Purwanto Quantum Cryptography – Principles, Protocols, and Future Directions: A Review. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Gustina Alfa, Trisnapradika and Aprilyani Nur, Safitri and Novianto Nur, Hidayat and Muhamad, Akrom (2025) Quantum Convolutional Neural Networks: Architectures, Applications, and Future Directions: A Review. Journal of Multiscale Materials Informatics, 2 (2). pp. 55-60. ISSN 3047-5724

Gustina Alfa, Trisnapradika and Harun, Al Azies and Muhamad, Akrom and Usman, Sudibyo and Noor Ageng, Setiyanto Machine Learning-Assisted Discovery and Optimization of Sodium-Ion Batteries: A Review. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Herowati, Wise and Akrom, Muhamad Comparative Study of Classical, Quantum, and Hybrid Stacking Models for Predicting Corrosion Inhibition Efficiency Using QSAR Descriptors. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Hidayat, Novianto Nur and Akrom, Muhamad Tree Tensor Network Quantum-Classical Hybrid Neural Architecture for Efficient Data Classification. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Lingga Dewi, Adhe and Akrom, Muhamad (2024) Investigation of an amino acid compound as a corrosion inhibitor via ensemble learning. Journal of Multiscale Materials Informatics, 1 (2). pp. 14-18. ISSN 3047-5724

Muhamad, Akrom (2025) Quantum Neural Network in Architectures, Learning Mechanisms, and Emerging Applications Across Domains: A Review. Journal of Multiscale Materials Informatics, 2 (2). pp. 30-39. ISSN 3047-5724

Muhamad, Akrom and Aprilyani Nur, Safitri and Novianto, Nur Hidayat and Wahyu Aji Eko, Prabowo and Setyo, Budi and Reza Pamungkas Putra, Sukanli Quantum Machine Learning Models, Limitations, and Opportunities in the NISQ Era: A Review. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Ningtias, Diah Rahayu and Akrom, Muhamad (2024) XGBoost performance in predicting corrosion inhibition efficiency of Benzimidazole Compounds. Journal of Multiscale Materials Informatics, 1 (2). pp. 9-13. ISSN 3047-5724

Prabowo, Wahyu Aji Eko and Akrom, Muhamad Evaluating Gate-Based Quantum Machine Learning Models on Quantum Chemistry Datasets. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Rosyid, Muhammad Reesa and Akrom, Muhamad (2024) Variational quantum algorithm for forecasting drugs for corrosion inhibitor. Journal of Multiscale Materials Informatics, 1 (2). pp. 35-39. ISSN 3047-5724

Santosa, Akbar Priyo and Akrom, Muhamad (2024) Quantum support vector regression for predicting corrosion inhibition of drugs. Journal of Multiscale Materials Informatics, 1 (2). pp. 30-34. ISSN 3047-5724

Sheilla Rully, Anggita and Muhamad, Akrom (2025) Framework for Early Prediction of Lithium-Ion Battery Lifetime: A Hybrid Quantum-Classical Approach. Journal of Multiscale Materials Informatics, 2 (2). pp. 40-47. ISSN 3047-5724

Wise, Herowati and Muhamad, Akrom (2025) Hybrid Quantum Neural Network for Predicting Corrosion Inhibition Efficiency of Organic Molecules. Journal of Multiscale Materials Informatics, 2 (2). pp. 48-54. ISSN 3047-5724

Wise, Herowati and Muhamad, Akrom and Totok, Sutojo and Achmad Wahid, Kurniawan Machine Learning-Assisted Prediction of Oxygen Evolution Reaction (OER) Activity for Catalyst Discovery: A Review. Journal of Multiscale Materials Informatics. ISSN 3047-5724

Yong Ping, Feng and Jinxiu, Hu Thermal Conductivity Analysis of Functional Gradient Materials Based on Physically Informed Neural Networks. Journal of Multiscale Materials Informatics. ISSN 3047-5724