Skip to main content

🏢 Skoltech

Mutual Information Estimation via Normalizing Flows
·2080 words·10 mins· loading · loading
AI Theory Representation Learning 🏢 Skoltech
Researchers introduce a novel approach to mutual information (MI) estimation using normalizing flows, providing accurate estimates even in high dimensions.
Learnability of high-dimensional targets by two-parameter models and gradient flow
·2386 words·12 mins· loading · loading
AI Generated AI Theory Optimization 🏢 Skoltech
Two-parameter models can surprisingly learn high-dimensional targets with near-perfect accuracy using gradient flow, challenging the need for high-dimensional models.
Adversarial Schrödinger Bridge Matching
·3165 words·15 mins· loading · loading
Computer Vision Image Generation 🏢 Skoltech
Accelerate Schrödinger Bridge Matching with Discrete-time IMF using only a few steps, achieving comparable results to existing hundred-step methods via D-GAN implementation.