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PirateNets: Efficient, Scalable, And Robust Neural Network Architecture For Physics-Informed Deep Learning

Physics-Informed Residual Adaptive Networks (PirateNets) is a neural network architecture designed to enable efficient and stable training of deep Physics-Informed Neural Networks (PINNs).

Published: 11/25/2025
Inventor(s):
Paris Perdikaris, Sifan Wang
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Software
Category(s):
Technology Classifications > Computer Information Systems

High Quality, Differentiable, Imaging Method for Improving Computed Tomography (CT) Images

A method of CT imaging where the techniques of using non-circular orbits around the target and spectral imaging are combined resulting in fewer metal artifacts and higher image quality.

Published: 8/1/2025
Inventor(s):
Jianan (Grace) Gang, Joseph Webster Stayman
Keywords(s):
Neurology, Radiology, Software
Category(s):
Technology Classifications > Diagnostics, Technology Classifications > Medical Devices

MRI Scan Time Reduction Method Using Deep Learning

A reconstruction algorithm based on a generative diffusion model for multi-coil, highly undersampled non-Cartesian MRI allowing drastic reduction of scan time

Published: 8/1/2025
Inventor(s):
Chamith Rajapakse, Trevor Chan
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Radiology, Software
Category(s):
Technology Classifications > Imaging, Technology Classifications > Medical Devices

SMOOTHLLM: Defending Large Language Models Against Jailbreaking Attacks

An algorithm designed to defend Large Language Models (LLMs) against jailbreaking attacks that significantly reduces attack success rates.

Published: 8/21/2025
Inventor(s):
George Pappas, Alexander Beck Robey, Seyed Hamed Hassani, Eric Wong
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Software
Category(s):
Technology Classifications > Business Ideas, Technology Classifications > Computer Information Systems

NetSpec: An Automatic And Fast Network Specification Synthesis Toolkit

A specification-by-example toolkit that generates formal network specifications using only input-output examples.

Published: 11/19/2024
Inventor(s):
Boon Loo, Haoxian Chen, Mayur Naik, Chenyuan Wu, Mukund Raghothaman
Keywords(s):
Software
Category(s):
Technology Classifications > Computer Information Systems

Physical Neural Network for Fast, Scalable, and Power-Efficient Machine Learning Computation

A physical embodiment of a locally-learning neural network, which learns faster than current CPU-based nets.

Published: 9/26/2025
Inventor(s):
Samuel Dillavou, Douglas Durian, Andrea Liu, Menachem (Nachi) Stern, Marc Miskin
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Data Science, Electronic Materials, Internet of Things, Nanotechnology, Software
Category(s):
Technology Classifications > Computer Information Systems, Technology Classifications > Hardware & Components

An Adaptive, Language-Agnostic, and Generalizable Method to Determine the Hearing Level and Speech Perception Abilities of a Patient

This hearing test is tuned to a patient’s hearing level and changes based on performance to accurately diagnose hearing ability

Published: 8/25/2025
Inventor(s):
Jason Brant, Tiffany Hwa
Keywords(s):
Aging, Neurodegenerative Diseases, Software, Surgery
Category(s):
Technology Classifications > Diagnostics, Technology Classifications > Testing & Measurement

SCALPEL or Secure Compartments Automatically Learned and Protected by Execution Using Lightweight Metadata

SCALPEL is a lightweight optimization tool for automatically compartmentalizing policies for hardware-accelerated enforcement in a tagged architecture. The tool also creates a layer or protection (or hardening) by learning and allowing certain privileges based on learned expectations.

Published: 9/26/2025
Inventor(s):
Andre DeHon, Nicholas Roessler
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Internet of Things, Software
Category(s):
Technology Classifications > Hardware & Components, Technology Classifications > Computer Information Systems

High-Speed Computational Architecture For Reduced Latency In Big Data Processing

Novel computational architecture designs to reduce the latency time to process large volumes of data utilizing the reconfiguration of memory and storage; streamlining read/write functions to include computational logic within the register file; and programmable schedule and memory utilization within a configurable load/store unit.

Published: 9/10/2025
Inventor(s):
Jing Li, Jialiang Zhang
Keywords(s):
Artificial Intelligence (AI) & Machine Learning, Data Science, Software
Category(s):
Technology Classifications > Hardware & Components, Technology Classifications > Computer Information Systems

Augmented Reality Interface for Radiation-Free Screw Insertion during Intramedullary Nail Insertion for Long Bone Fractures

The NailedIt Augmented Reality (AR) Surgical Navigation System, comprised of a Windows-based desktop application, augmented reality headsets (HMDs) worn by surgeons, handheld mobile devices supporting remote viewing and surgical site annotation, and spatially tracked medical devices and instruments, assists and guides surgeons while they perform orthopedic surgical tasks using an immersive augmented reality user interface.

Published: 9/8/2025
Inventor(s):
Thomas Schaer, Stephen Lane, Samir Mehta
Keywords(s):
Augmented Reality (AR) & Virtual Reality (VR), Orthopedics, Platform Technology, Software, Surgery
Category(s):
Technology Classifications > Medical Devices
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