Quantum Machine Learning: Bridging Quantum Computing & Machine Learning
Wei Zhang, Tianming Liu, Yingfeng Wang, Xiang Li, James Hendler, Thilanka Munasinghe, Jennifer Wei
Wei Zhang, Tianming Liu, Yingfeng Wang, Xiang Li, James Hendler, Thilanka Munasinghe, Jennifer Wei
Metal ion–ligand interactions govern reactivity, bioavailability, and catalytic function across chemistry and biology, yet the many-body effects underlying water exchange around multivalent metal ions remain difficult to capture with classical force fields. Ab initio molecular dy…
Understanding and predicting the behavior of liquid matter across length scales—using only the microscopic interactions encoded in the Schrödinger equation—remains a central challenge in the physical sciences. Achieving this goal requires not only an accurate and efficient descri…
Soha Rawas, Mohammed Al Saleh, Agariadne Dwinggo Samala, Aprilla Fortuna
Purpose This study aims to develop and validate a quantum-enhanced behavioral security framework that integrates a lightweight quantum obfuscation layer into classical intrusion detection systems (IDSs). The primary objective is to harden these models against post-quantum threats…