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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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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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Leveraging On‐board UAV Motion Estimation for Lightweight Macroscopic Crowd Identification
Crowd motion detected by our invention (top) versus competing algorithm (bottom)
Invention Summary:
Crowds can often be difficult to monitor in real time due to limitations of current algorithms and processing power. Drones provide a bird’s eye view of crowds but lack the on-board processing power to provide real-time feedback.
Rutgers...
Published: 3/6/2025
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Inventor(s): Dario Pompili, Muhammad Khizar Anjum, Benedetto Piccoli
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking
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FaceGroup: Continual Face Authentication
Paradigm for FaceGroup system: enrollment, group authentication & individual authentication.
Invention Summary:
‘Authentication’ rather than just ‘trust’ is now a changing paradigm for many users and service providers and thus the concept of Zero Trust (ZT) emerged. This for sure, provides enhanced security level...
Published: 10/21/2024
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Inventor(s): Dario Pompili, Tingcong Jiang
Keywords(s):
Category(s): Technology Classifications > Software & Algorithms
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Decentralized, Privacy-preserving Navigation Recommendation System
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The recommendation system provides a proactive and personalized route for a user’s movement indoors or outdoors.
Invention Summary:
Contact tracing has been shown to be an effective disease control measure and a key strategy for preventing further spread of the COVID-19 pandemic. However, smartphone contact tracing tools have...
Published: 5/8/2024
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Inventor(s): Dario Pompili, Saman Aliari Zonouz, Vidyasagar Sadhu
Keywords(s): Wireless
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences
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Communication-efficient Federated Learning NG-RAN Design with Fronthaul Awareness
Fig. 1: Structure of federated learning-based NG-RAN algorithm.
Invention Summary:
Mobile network operators are faced with meeting demands beyond 5G networks, such as opening/virtualizing radio access network (RAN) layers, maintaining privacy, and achieving ultra-low latencies, high data rates, and low operational expenses for data transmission....
Published: 1/29/2024
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Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking
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Two-Way Knowledge Distillation for Federated Learning
The workflow of the Fed2KD framework. Red arrows indicate the knowledge distillation direction.
Invention Summary:
Current contact tracing reporting platforms for infectious diseases are limited by their reactive nature, centralized approach, use of GPS, and privacy risk due to exchange of user data. Existing federated learning (FL) frameworks...
Published: 4/21/2024
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Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms
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