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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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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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