Search Results - large+language+models

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Benchmarking Off-Grid Edge AI on Legacy Devices for Sustainable Deployment
This technology presents a sustainable, off-grid edge AI system that leverages legacy devices and renewable energy to enable intelligent computing in resource-limited environments. Background: Traditional artificial intelligence infrastructures depend heavily on continuous internet connectivity and advanced, energy-demanding hardware, restricting...
Published: 5/7/2026   |   Updated: 4/13/2026   |   Inventor(s): Asela Abeya, Nick LeJeune
Keywords(s): artificial intelligence for social good, benchmark, Energy-Aware Inference, Large language models, Legacy-Phone Clients, Modular Edge AI, Off-Grid AI, renewable energy, solar energy, Sustainable Computing, Technologies, wind energy
Category(s): Campus > SUNY Polytechnic Institute, Technology Classifications > Artificial Intelligence, Technology Classifications > Energy Conservation
Exploiting Vulnerabilities and Security Threats in Retrieval-Augmented Generative Models: The LIAR Attack Framework
Invention Description Retrieval-Augmented Generative (RAG) models boost generative AI’s accuracy by connecting large language models (LLMs) with the most current, external, knowledge sources. RAG models are widely used in fact-checking, information retrieval, and AI-driven search engines. Despite their utility, adversarial threats can exploit...
Published: 2/26/2026   |   Updated: 1/30/2026   |   Inventor(s): Zhen Tan, Chengshuai Zhao, Raha Moraffah, Huan Liu
Keywords(s): Artificial Intelligence, Data Mining, Large Language Models, Machine Learning, Natural Language Processing
Category(s): Artificial Intelligence/Machine Learning, Cybersecurity, Computing & Information Technology, Intelligence & Security, Physical Science