Applications of Technology: High-speed, low-power processing for deep neural networks Deep learning for resource constrained applications Image analysis and digit recognition Benefits: Ultra-low power consumption High processing speeds Less memory required than other ML models (useful for cold temperatures) Interpretability of model decisions … [Read more...] about Superconducting Tsetlin Machines for Efficient Deep Neural Networks 2024-078
High Performance Computing
Low Temperature Synthesis of High Entropy Materials for Improved Semiconductors 2024-010
APPLICATIONS OF TECHNOLOGY: Applications involving semiconductors, including: Optoelectronics (e.g., LEDs, displays) Computer chips BENEFITS: Faster, lower energy, and scalable synthesis procedure BACKGROUND: High entropy materials offer a promising avenue for the development of advanced semiconductors, due to their tailorable properties and enhanced … [Read more...] about Low Temperature Synthesis of High Entropy Materials for Improved Semiconductors 2024-010
Hardware-Assisted Parameterized Quantum Circuit Execution 2024-074
APPLICATIONS OF TECHNOLOGY: Quantum calibration, noise tailoring, hybrid algorithms for quantum computing BENEFITS: Higher execution efficiency Automatic identification of structurally similar circuits Stitching of parameters in hardware in real time BACKGROUND: Quantum circuits execute on a quantum computer and perform basic quantum operations on … [Read more...] about Hardware-Assisted Parameterized Quantum Circuit Execution 2024-074
Hardware Efficient Randomized Compiling for Quantum Computing 2024-053
APPLICATIONS OF TECHNOLOGY: Quantum computing hardware Quantum computing control system and algorithm BENEFITS: Significant reduction in time required to perform Randomized Compiling of quantum circuits Energy-efficient computing BACKGROUND: Randomized compiling (RC) is a method used in quantum computing to manage noise in quantum circuit execution. It … [Read more...] about Hardware Efficient Randomized Compiling for Quantum Computing 2024-053
RRAM-Based FPCA Architecture for Flexible and Efficient High Performance Computing 2023-094
APPLICATIONS OF TECHNOLOGY: High performance computing IoT BENEFITS: Reduced latency and high throughput Improved performance High accuracy computations Compatibility with various memory devices supporting in-memory computation BACKGROUND: Resistive random-access memory (RRAM) devices have garnered significant interest because of their potential to … [Read more...] about RRAM-Based FPCA Architecture for Flexible and Efficient High Performance Computing 2023-094