Search Results - artificial+intelligence+(ai)+%26+machine+learning

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A Robust Training Platform for Real-World Analog AI Hardware
Bias-tolerant training method for analog AI hardware that improves learning stability without digital correction. Problem: Analog computing could enable faster, lower-power AI systems, but real devices are difficult to train reliably because physical hardware is inherently imperfect. Small biases in sensing, signal application, or component behavior...
Published: 5/19/2026   |   Updated: 5/19/2026   |   Inventor(s): Andrea Liu, Samuel Dillavou, Douglas Durian, Marcelo Guzman
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Autonomous Vehicles, Internet of Things
Category(s): Technology Classifications > Computer Information Systems, Technology Classifications > Hardware & Components, Technology Classifications > Robotics
Elastic Motion Policy (EMP): An Adaptive Dynamical System for Robust and Efficient One-Shot Imitation Learning
A one-shot imitation learning framework that enables robots to adjust their behavior based on task specifications and scene changes. Problem: AI-powered robots with traditional behavior cloning (BC) methods often demonstrate poor generalization, which leads to erratic behaviors and performance degradation in out-of-distribution settings. Their performance...
Published: 5/19/2026   |   Updated: 5/19/2026   |   Inventor(s): Nadia Figueroa, Shubhodeep Shiv Aditya, Sunan Sun, Tianyu Li
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Platform Technology
Category(s): Technology Classifications > Robotics
Conversational Artificial Intelligence for Real-Time, Personalized Health Monitoring
A conversational large language model (LLM) that analyzes health data and communicates with patients to provide actionable insights. Problem: Wearable devices and implantable sensors generate a deluge of continuous data, but clinicians and patients lack efficient tools to translate this information into timely, actionable insights. Existing monitoring...
Published: 4/29/2026   |   Updated: 4/29/2026   |   Inventor(s): Brian Litt, Zack Goldblum, Haoer Shi
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Neurology, Software
Category(s): Technology Classifications > Digital Health
An Accessible and Automated Device to Diagnose Nerve and Muscle Disorders
A device consisting of electrode patches, a control box, and software for automated nerve conduction studies. Problem: Nerve conduction studies are essential tools in the diagnosis and management of nerve and muscle disorders. However, current diagnostic tools rely heavily on trained physicians, manual testing protocols, and the precise placement of...
Published: 4/8/2026   |   Updated: 4/8/2026   |   Inventor(s): Josh Baxter, Flavia Vitale, Margaret (Maggie) Wagner, Quinn Tate
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Bioengineering, Neurodegenerative Diseases, Neurology, Orthopedics, Software
Category(s): Technology Classifications > Hardware & Components, Technology Classifications > Diagnostics, Technology Classifications > Medical Devices, Technology Classifications > Testing & Measurement
Electronic-Photonic Quadrature Delay-Locked Oscillator (DLO) For Efficient High-Speed Clock Generation And Distribution
A Quadrature Delay-Locked Oscillator that caters to increasing multi-GHz and multi-phase clock demands in systems such as time-interleaved architectures. Problem: The unrelenting growth of artificial intelligence (AI) requires advancements in high-performance hardware capable of delivering high-speed clock generation and distribution. These improvements...
Published: 10/29/2025   |   Updated: 10/29/2025   |   Inventor(s): Firooz Aflatouni, Henry Love
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Electronic Materials, Optics & Photonics 
Category(s): Technology Classifications > Computer Information Systems, Technology Classifications > Hardware & Components
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 Problem: MRI suffers from slow data acquisition due to hardware constraints, leading to prolonged scan times and challenges like reduced patient compliance and motion artifacts. Current acceleration...
Published: 8/1/2025   |   Updated: 3/14/2025   |   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. Problem: Despite efforts to align LLM outputs with ethical standards, the models exhibit persistent weaknesses against adversarial attacks that bypass alignment mechanisms and safety guardrails, commonly known as...
Published: 8/21/2025   |   Updated: 1/28/2025   |   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
Machine-Learning Foundation Model For The Early Detection Of Neurodegenerative Diseases
A machine learning technique that identifies biomarkers from neuroimaging data, allowing for identification and treatment of populations vulnerable to neurodegenerative diseases. Problem: Neurodegenerative diseases such as Alzheimer’s disease (AD) impact an estimated twenty-four million people worldwide, with prevalence increasing with global...
Published: 5/11/2026   |   Updated: 1/17/2025   |   Inventor(s): Saurabh Sihag, Alejandro Ribeiro
Keywords(s): Aging, Artificial Intelligence (AI) & Machine Learning, Neurodegenerative Diseases, Neurology, Platform Technology, Radiology
Category(s): Technology Classifications > Diagnostics, Technology Classifications > Digital Health, Technology Classifications > Imaging
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. Problem: Machine learning is a ubiquitous tool that has found uses in engineering, science, and medicine. Neural networks are some of the most powerful machine learning algorithms, but they train very slowly when they become large. This hampers...
Published: 9/26/2025   |   Updated: 10/24/2024   |   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
PanoRadar: A High Resolution, Radio Frequency-Based 3D Imaging System
A radio frequency-based 3D imaging system that can generate LiDAR-comparable images with reduced power and processing needs. Problem: With the emergence of robotic and autonomous systems in areas such as transportation, search and rescue, construction, healthcare assistance, and warehouse management, radio frequency (RF) signal-based sensing and imaging...
Published: 1/8/2026   |   Updated: 8/23/2024   |   Inventor(s): Mingmin Zhao, Gaoxiang Luo, Yifei Li, Haowen Lai
Keywords(s): Artificial Intelligence (AI) & Machine Learning, Autonomous Vehicles, Imaging Agents
Category(s): Technology Classifications > Computer Information Systems, Technology Classifications > Hardware & Components, Technology Classifications > Imaging
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