5 papers
Non-contact, Real-time, Heart-rate Measurement using Image Processing with Commodity Cameras and AI Agents
Kelly Li, Fulu Li
Heart rate measurement is one of the key requirements for real-time health monitoring, in particular for health caring of elderly people. Traditional heart rate measurement relies…
The Nature of Mathematical Modeling and Probabilistic Optimization Engineering in Generative AI
Fulu Li
In this paper, we give an in-depth analysis on the mathematical problem formulations and the probabilistic optimization explorations for some of the key components in Transformer m…
Analysis on Riemann Hypothesis with Cross Entropy Optimization and Reasoning
Kevin Li, Fulu Li
In this paper, we present a novel framework for the analysis of Riemann Hypothesis [27], which is composed of three key components: a) probabilistic modeling with cross entropy opt…
Cross-Entropy Optimization for Hyperparameter Optimization in Stochastic Gradient-based Approaches to Train Deep Neural Networks
Kevin Li, Fulu Li
In this paper, we present a cross-entropy optimization method for hyperparameter optimization in stochastic gradient-based approaches to train deep neural networks. The value of a…
TalkMosaic: Interactive PhotoMosaic with Multi-modal LLM Q&A Interactions
Kevin Li, Fulu Li
We use images of cars of a wide range of varieties to compose an image of an animal such as a bird or a lion for the theme of environmental protection to maximize the information a…