Innovative Data Modeling

Exploring advanced techniques in theoretical modeling, experimentation, and evaluation for enhanced data analysis.

NP-DKL Project

Integrating DNNs with Bayesian kernels for advanced modeling techniques.

Hands are holding a geometric model consisting of colorful triangular pyramids placed on a blue square base. Each pyramid features different color combinations including red, blue, and white.
Hands are holding a geometric model consisting of colorful triangular pyramids placed on a blue square base. Each pyramid features different color combinations including red, blue, and white.
Model Evaluation

Assessing uncertainty quality through ECE and KL divergence metrics.

A highly detailed architectural model showcases an indoor setup with various tables and chairs arranged in sections. The structure has a metal framework supporting a semi-transparent fabric that appears to be waving or draped artistically. There is a prominent central structure, possibly representing a stage or performance area. The overall impression is sleek and modern, with a minimalist design.
A highly detailed architectural model showcases an indoor setup with various tables and chairs arranged in sections. The structure has a metal framework supporting a semi-transparent fabric that appears to be waving or draped artistically. There is a prominent central structure, possibly representing a stage or performance area. The overall impression is sleek and modern, with a minimalist design.
Data Synthesis

Utilizing GPT-4 for generating synthetic data in adaptation tests.

Research

Innovative modeling and experimentation for advanced AI.

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