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TMAAC: A Communication-aware, Localized Transformer-based Multi-Agent Actor-Critic Framework
Invention Summary:
Wildfires release pollutants comprising a mixture of gases and fine particulate matter (PM2.5) which are hazardous to human health.
Researchers at Rutgers University have designed a novel two-phase, environmentally friendly, low-cost air purification device that could run off a backup battery for emergencies.
Market...
Published: 5/5/2025
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Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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Methods and Systems for Autonomous Agent Control
Invention Summary:
The challenges posed by high-risk and hazardous environments include knowledge gaps and unknown territories, rendering the deployment of human personnel both dangerous and undesirable. Unmanned Aerial Vehicles (UAVs) have increasingly become the preferred solution in these scenarios and to support Search-and-Rescue (SAR)...
Published: 5/7/2025
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Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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Competency Med Assessment Pro
Invention Summary:
Competency Medical Assessment Pro (MAP) is a real‐time online assessment system developed as an innovative solution designed to streamline the feedback process to medical students, focusing on the 13 Entrustable Professional Activities (EPAs) essential for medical school graduation, as outlined by the AAMC (American Association...
Published: 5/9/2025
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Inventor(s): Archana Pradhan, Steven Wen, Guangde He, Jie Zhao
Keywords(s):
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms
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Machine-Learning-based Joint Doppler Estimation and Compensation in Underwater Acoustic Communications
A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025
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Inventor(s): Dario Pompili, Yung-Ting Hsieh
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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ASVTUW: ADAPTIVE SCALABLE VIDEO TRANSMISSION IN UNDERWATER ACOUSTIC MULTICAST NETWORKS
A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025
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Inventor(s): Dario Pompili, Zhuoran Qi
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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Machine Learning-Driven Solutions for Enhanced Underwater Communication
A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025
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Inventor(s): Dario Pompili, Muhammad Khizar Anjum
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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Multi‐modal composite modeling: modeling & material discovery for complex material and tissue synthesis
Invention Summary:
In 2021, there were over 200,000 traumatic brain injury (TBI) related hospitalizations and over 69,000 TBI-related deaths. Many more neurological diseases and injuries depend on research using brain tissue. Mechanical characterization of brain tissues (and other soft non-linear composites) and their computational modeling...
Published: 2/28/2025
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Inventor(s): Mohit Agarwal, Assimina Pelegri
Keywords(s):
Category(s): Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms
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Privacy Friendly Federated Missing Data Processing for Improved ML and Downstream Analysis
Cafe not only outperforms local and standard federated models but also surpasses centralized models that have full access to all the data, which is both surprising and groundbreaking.
Invention Summary:
Decentralized machine learning (ML) models, such as Federated Learning (FL), often face limitations due to incomplete data in distributed...
Published: 2/6/2025
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Inventor(s): Sitao Min, Jaideep Vaidya, Hafiz Asif, Xinyue Wang
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms
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Discriminating anti DDoS (DAD) Attacks
High level Architecture for Distributed anti Denial (DAD) of Service solution
Invention Summary:
With the increasing reliance on digital services, Distributed Denial of Service (DDoS) attacks have become one of the most challenging cybersecurity threats. These attacks aim to disrupt access to online resources by overwhelming servers with...
Published: 12/17/2024
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Inventor(s): Naftaly Minsky
Keywords(s): Cybersecurity, Networks
Category(s): Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Telecommunications & Networking
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Accelerated Image Reconstruction (MRI)
Comparison of the adaptive unrolled method's effectiveness against two other contemporary deep unrolling techniques (M1 and M2). M1 produces a blurry reconstruction, M2 results in a clear but structurally inaccurate output. In contrast, the adaptive unrolling method achieves reconstruction that closely matches the Ground Truth in both sharpness...
Published: 12/17/2024
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Inventor(s): Bingyu Xin, Dimitris Metaxas
Keywords(s):
Category(s): Technology Classifications > Diagnostics, Technology Classifications > Medical Imaging, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Artificial Intelligence & Machine Learning
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