Evidence map›Paper›PMID 42267120›Full record

Article... International Conference on Learning Representations2025

TOPODIFFUSIONNET: A TOPOLOGY-AWARE DIFFUSION MODEL.

Saumya Gupta, Dimitris Samaras, Chao Chen

Abstract read
In one paragraph

Article in ... International Conference on Learning Representations, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. IGG: Image Generation Informed by Geodesic Dynamics in Deformation Spaces.Information processing in medical imaging : proceedings of the ... conference · 2026
    Article
  2. Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Saumya GuptaDepartment of Computer Science Stony Brook University Stony Brook, NY 11794, USA.
Dimitris SamarasDepartment of Computer Science Stony Brook University Stony Brook, NY 11794, USA.
Chao ChenDepartment of Computer Science Stony Brook University Stony Brook, NY 11794, USA.

Funding

SCH: Topological Methods for Breast Tissue QuantificationR01CA297843 · NCI · STATE UNIVERSITY NEW YORK STONY BROOK · PI Chao Chen, Prateek Prasanna · 2024 to 2026
$900k
CRCNS: TopoVess: A Topology-Infomred Vasculature Analysis Platform for NeuroscienceR01NS143143 · NINDS · STATE UNIVERSITY NEW YORK STONY BROOK · PI Chao Chen, QIAOJIE XIONG · 2025 to 2026
$762k
NCI NIH HHS R01 CA297843NINDS NIH HHS R01 NS143143
6 · The paper itself

Abstract

Diffusion models excel at creating visually impressive images but often struggle to generate images with a specified

Identifiers

PMID42267120
PMCPMC13245835

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.