USF++: A Unified Sampling Framework for Solver Searching of Diffusion Probabilistic Models.
- DOI
- 10.1109/tpami.2025.3639602
- Published
- 2026 Mar
- Container
- IEEE transactions on pattern analysis and machine intelligence
- Publisher
- Not recorded
- Open access
- unknown
Credibility signals
limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1109/tpami.2025.3639602,
title = {USF++: A Unified Sampling Framework for Solver Searching of Diffusion Probabilistic Models.},
author = {Zou D and Liu E and Ning X and Yang H and Wang Y},
year = {2026},
journal = {IEEE transactions on pattern analysis and machine intelligence},
doi = {10.1109/tpami.2025.3639602},
url = {https://doi.org/10.1109/tpami.2025.3639602}
}RIS
TY - JOUR TI - USF++: A Unified Sampling Framework for Solver Searching of Diffusion Probabilistic Models. AU - Zou D AU - Liu E AU - Ning X AU - Yang H AU - Wang Y PY - 2026 JO - IEEE transactions on pattern analysis and machine intelligence DO - 10.1109/tpami.2025.3639602 UR - https://doi.org/10.1109/tpami.2025.3639602 ER -
APA
D, Z., E, L., X, N., H, Y., & Y, W. (2026). USF++: A Unified Sampling Framework for Solver Searching of Diffusion Probabilistic Models.. IEEE transactions on pattern analysis and machine intelligence. https://doi.org/10.1109/tpami.2025.3639602
Source records
- pubmed · retrieved 2026-11-10T09:56:09.813Z