Quantization as a Foundation for Deployable High Performance Diffusion Models within the Landscape of Large Scale Generative AI

Diffusion models have emerged as a cornerstone of large-scale generative artificial intelligence, underpinning some of the most advanced text-to-image, text-to-video, and multimodal generation systems. Their remarkable capabilities, however, come at t

Authors

Institutions

Publication Details

Published
2025-08-26
DOI
https://doi.org/10.36227/techrxiv.175624440.05705133/v1
Primary Topic
Distributed and Parallel Computing Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Quantization as a Foundation for Deployable High Performance Diffusion Models within the Landscape of Large Scale Generative AI

Lars Peter Madsen, Svend J. Knak Jensen, Anders Kristensen, Mads Peter Sørensen et al.
Distributed and Parallel Computing Systems
article

Quantization as a Foundation for Deployable High Performance Diffusion Models within the Landscape of Large Scale Generative AI

Lars Peter Madsen, Svend J. Knak Jensen, Anders Kristensen, Mads Peter Sørensen, E. B. Rasmussen, Chand Aline, Freja Holm
article en

Abstract

Diffusion models have emerged as a cornerstone of large-scale generative artificial intelligence, underpinning some of the most advanced text-to-image, text-to-video, and multimodal generation systems. Their remarkable capabilities, however, come at t

University of Copenhagen (DK), Aarhus University (DK), Aalborg University (DK), Technical University of Denmark (DK)
Openalex Percentile: Top 75%
Distributed and Parallel Computing Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Quantization as a Foundation for Deployable High Performance Diffusion Models within the Landscape of Large Scale Generative AI — Lars Peter Madsen, Svend J. Knak Jensen, et al. · (2025) | TGRS Research Map | TGRS