Search Results - balaji+padmanabhan

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FESA: Fast and Efficient Secure Aggregation for Privacy-Preserving Federated Learning
­Advantages: Protects user data during federated learning, ensuring individual privacy without compromising analysis. Minimizes data transfer, improves federated learning convergence speed and reducing resource consumption. Requires just one trustworthy assisting node, making implementation and scalability more straightforward. Summary: This...
Published: 9/3/2024   |   Inventor(s): Rouzbeh Behnia, Mohammedreza Ebrahimi, Thang Hoang, Balaji Padmanabhan
Keywords(s): Cybersecurity, Data Mining
Category(s): Technology Classifications > Data/AI > Cybersecurity - Data/AI, Technology Classifications > Computer Science > Computers Software & Information Technology
EW-Tune: A Framework for Privately Fine-Tuning Large Language Models with Differential Privacy
­Advantages: EW-Tune framework ensures robust privacy, preventing unauthorized access to sensitive AI data. Differing from conventional approaches, EW-Tune is custom-tailored for enhancing already established AI models, streamlining the process. Summary: This technology introduces EW-Tune, a pioneering solution aimed at refining AI language...
Published: 4/12/2024   |   Inventor(s): Mohammedreza Ebrahimi, Rouzbeh Behnia, Balaji Padmanabhan
Keywords(s): Artificial Intelligence, Cybersecurity
Category(s): Technology Classifications > Data/AI > Cybersecurity - Data/AI
System and Method for Combining Machine Learning Models and Human Experts
Competitive Advantages Higher classification accuracy Includes experts to reduce false positive cases Approach is generalizable to many other domains Summary We have developed a novel method of classification using a machine learning classifier that works in tandem with human experts trained to identify each specific class. The expert-assisted...
Published: 4/12/2024   |   Inventor(s): Balaji Padmanabhan, Utkarsh Shrivastava, Vivek Singh
Keywords(s):  
Category(s): Technology Classifications > Medical > Medical Diagnostics, Technology Classifications > Software, Technology Classifications > Medical
SCARF - A Secured Cloud File System
Competitive Advantages Protects against accidental data leaks Utilizes cryptographic hashing techniques Able to disguise the cloud storage system Applicable to numerous organizations Summary We have designed a secure cloud filing system to protect users from data leaks in cloud computing environments. SCARF is a dual-layer secure file system...
Published: 5/31/2023   |   Inventor(s): Vivek Singh, Kaushik Dutta, Balaji Padmanabhan, Shalini Sasidharan
Keywords(s):  
Category(s): Technology Classifications > Computer Science
Here I Am - Location Authentication Application
Competitive Advantages GPS spoofing detection Real-time authentication Works on all smartphone and tablet Easy integration into existing apps Summary USF inventors have developed a method that combines the location information obtained from a mobile device with a system of authentication that relies on individual biometrics,...
Published: 4/12/2024   |   Inventor(s): Sriram Chellappan, Balaji Padmanabhan, Arup Kanti Dey, Tanvir Hossain Bhuiyan, Shaminur Rahman
Keywords(s): Computers Software and Information Technology, Mobility Devices and Software
Category(s): Technology Classifications > Software > Multimedia, Technology Classifications > Software