🏢 University of Central Florida
HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning
·2059 words·10 mins·
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Machine Learning
Deep Learning
🏢 University of Central Florida
HEPrune accelerates private deep learning training 16x by integrating encrypted data pruning, achieving this speedup with minimal accuracy loss.
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium
·3088 words·15 mins·
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AI Theory
Fairness
🏢 University of Central Florida
FairBiNN, a novel bilevel neural network, achieves Pareto optimal solutions by simultaneously optimizing for accuracy and fairness, outperforming existing methods.
Asynchronous Perception Machine for Efficient Test Time Training
·5559 words·27 mins·
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AI Generated
Computer Vision
Image Classification
🏢 University of Central Florida
APM: Asynchronous Perception Machine, a computationally-efficient architecture for test-time training (TTT), processes image patches asynchronously, encoding semantic awareness without pre-training, a…
AirSketch: Generative Motion to Sketch
·2122 words·10 mins·
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Computer Vision
Image Generation
🏢 University of Central Florida
AirSketch generates aesthetically pleasing sketches directly from noisy hand-motion tracking data using a self-supervised controllable diffusion model, eliminating the need for expensive AR/VR equipme…