Picture for George Deligiannidis

George Deligiannidis

Differentiable Cost-Parameterized Monge Map Estimators

Add code
Jun 12, 2024
Viaarxiv icon

Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets

Add code
Apr 26, 2024
Viaarxiv icon

Particle Denoising Diffusion Sampler

Add code
Feb 09, 2024
Figure 1 for Particle Denoising Diffusion Sampler
Figure 2 for Particle Denoising Diffusion Sampler
Figure 3 for Particle Denoising Diffusion Sampler
Figure 4 for Particle Denoising Diffusion Sampler
Viaarxiv icon

Linear Convergence Bounds for Diffusion Models via Stochastic Localization

Add code
Aug 07, 2023
Figure 1 for Linear Convergence Bounds for Diffusion Models via Stochastic Localization
Figure 2 for Linear Convergence Bounds for Diffusion Models via Stochastic Localization
Viaarxiv icon

On the Expected Size of Conformal Prediction Sets

Add code
Jun 12, 2023
Figure 1 for On the Expected Size of Conformal Prediction Sets
Figure 2 for On the Expected Size of Conformal Prediction Sets
Figure 3 for On the Expected Size of Conformal Prediction Sets
Figure 4 for On the Expected Size of Conformal Prediction Sets
Viaarxiv icon

A Unified Framework for U-Net Design and Analysis

Add code
May 31, 2023
Figure 1 for A Unified Framework for U-Net Design and Analysis
Figure 2 for A Unified Framework for U-Net Design and Analysis
Figure 3 for A Unified Framework for U-Net Design and Analysis
Figure 4 for A Unified Framework for U-Net Design and Analysis
Viaarxiv icon

Error Bounds for Flow Matching Methods

Add code
May 26, 2023
Viaarxiv icon

Generalization Bounds with Data-dependent Fractal Dimensions

Add code
Feb 06, 2023
Figure 1 for Generalization Bounds with Data-dependent Fractal Dimensions
Figure 2 for Generalization Bounds with Data-dependent Fractal Dimensions
Figure 3 for Generalization Bounds with Data-dependent Fractal Dimensions
Figure 4 for Generalization Bounds with Data-dependent Fractal Dimensions
Viaarxiv icon

A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs

Add code
Jan 19, 2023
Figure 1 for A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
Figure 2 for A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
Figure 3 for A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
Figure 4 for A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
Viaarxiv icon

From Denoising Diffusions to Denoising Markov Models

Add code
Nov 07, 2022
Figure 1 for From Denoising Diffusions to Denoising Markov Models
Figure 2 for From Denoising Diffusions to Denoising Markov Models
Figure 3 for From Denoising Diffusions to Denoising Markov Models
Figure 4 for From Denoising Diffusions to Denoising Markov Models
Viaarxiv icon