Evaluating the design space of diffusion-based generative models
Authors: Yuqing Wang, Ye He, Molei Tao
NeurIPS 2024 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | This article instead provides a first quantitative understanding of the whole generation process, i.e., both training and sampling. More precisely, it conducts a non-asymptotic convergence analysis of denoising score matching under gradient descent. In addition, a refined sampling error analysis for variance exploding models is also provided. The combination of these two results yields a full error analysis... and 'No experiments.' in the checklist. |
| Researcher Affiliation | Academia | Yuqing Wang Simons Institute University of California, Berkeley yq.wang@berkeley.edu Ye He School of Mathematics Georgia Institute of Technology yhe367@gatech.edu Molei Tao School of Mathematics Georgia Institute of Technology mtao@gatech.edu |
| Pseudocode | No | The paper describes mathematical and algorithmic processes, such as 'exponential integrator scheme for simulating the backward SDE', but does not contain a clearly labeled 'Pseudocode' or 'Algorithm' block. |
| Open Source Code | No | The 'Experimental Result Reproducibility' and 'Open access to data and code' sections in the NeurIPS checklist are marked 'NA' and explicitly state 'No experiments.', indicating no code release. |
| Open Datasets | No | The NeurIPS checklist section 'Experimental Result Reproducibility' explicitly states 'No experiments.', indicating no datasets were used. |
| Dataset Splits | No | The NeurIPS checklist explicitly states 'No experiments.', thus no dataset splits are provided. |
| Hardware Specification | No | The NeurIPS checklist section 'Experiments Compute Resources' is marked 'NA' and states 'No experiments.', indicating no specific hardware details are provided. |
| Software Dependencies | No | The NeurIPS checklist explicitly states 'No experiments.', thus no software dependencies with version numbers are listed. |
| Experiment Setup | No | The NeurIPS checklist section 'Experimental Setting/Details' is marked 'NA' and states 'No experiments.', indicating no specific experimental setup details are provided. |