Paper Citation Record · LEDGER

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2607.18218.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.18218 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T15:40:56.336863Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1bf0831e-290c-4958-ac14-c1b4728596e2 · outbound

This paper cites Biomedical natural language processing in the era of large language models.Annual Review of Biomedical Data Science, 8(1):471–490, 2025.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Biomedical natural language processing in the era of large language models.Annual Review of Biomedical Data Science, 8(1):471–490, 2025

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-08-01T15:40:54.608091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae84be61-cfaa-433e-9d4f-866ec1921f76 · outbound

This paper cites Wright, Ari Robicsek, Brian Piening, Carlo Bifulco, Sheng Wang, and Hoifung Poon.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Wright, Ari Robicsek, Brian Piening, Carlo Bifulco, Sheng Wang, and Hoifung Poon

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:54.699842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84a7d0f0-8dd5-4934-a34f-6b288775c42f · outbound

This paper cites Multimodal ai generates virtual population for tumor microenvironment modeling.Cell, 189(2):386–400, 2026.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Multimodal ai generates virtual population for tumor microenvironment modeling.Cell, 189(2):386–400, 2026

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:54.839637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0f6fc6-4060-45de-91d0-d89473ac5e10 · outbound

This paper cites LongNet: Scaling Transformers to 1,000,000,000 Tokens.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis LongNet: Scaling Transformers to 1,000,000,000 Tokens

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:54.950485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5524b4e-5733-440a-838c-7bff4b8eadf2 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis DINOv2: Learning Robust Visual Features without Supervision

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.123163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e2481e7-0cfc-4706-9ad7-7224e5db55c7 · outbound

This paper cites Artificial intelligence for diagnosis and gleason grading of prostate cancer: the panda challenge.Nature Medicine, 28:154–163, 2022.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Artificial intelligence for diagnosis and gleason grading of prostate cancer: the panda challenge.Nature Medicine, 28:154–163, 2022

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.306058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732d79cc-80ab-40f9-820b-056430a4079d · outbound

This paper cites Mercea, Romana Prihoda, Ellen Gelpi, Christine Haberler, Romana Höftberger, Johannes A.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Mercea, Romana Prihoda, Ellen Gelpi, Christine Haberler, Romana Höftberger, Johannes A

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.478900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24ca15e5-b468-4350-8163-a8c5cba27c5f · outbound

This paper cites Wagner, Andrew H.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Wagner, Andrew H

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.635512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1376030-10b1-45e0-b769-94d561fe5f22 · outbound

This paper cites Attention-based deep multiple instance learning.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Attention-based deep multiple instance learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.750627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4ceee6a-4a3d-4d27-8415-72b7260aa1df · outbound

This paper cites PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.827235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee24da09-8bbe-447f-9929-c5a1e60a2ac6 · outbound

This paper cites Towards a general-purpose foundation model for computational pathology.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Towards a general-purpose foundation model for computational pathology

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.910264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56312fb5-a7a5-4f76-ac92-8d8011303102 · outbound

This paper cites UNI2-h.https://huggingface.co/MahmoodLab/UNI2-h, 2025.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis UNI2-h.https://huggingface.co/MahmoodLab/UNI2-h, 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:55.992077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0f2cc94-9e9a-412e-a33e-b265158007f3 · outbound

This paper cites Hibou: A Family of Foundational Vision Transformers for Pathology.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Hibou: A Family of Foundational Vision Transformers for Pathology

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:56.072599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 153d3704-ee03-4629-a0a1-260ffab11072 · outbound

This paper cites Towards Large-Scale Training of Pathology Foundation Models.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Towards Large-Scale Training of Pathology Foundation Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:56.127693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da5895c8-4d15-44da-8363-3a8eae797967 · outbound

This paper cites Domain-specific optimization and diverse evaluation of self-supervised models for histopathology.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Domain-specific optimization and diverse evaluation of self-supervised models for histopathology

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-01T15:44:32.387949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 56101d6f-90ff-40c9-9460-c0283a8d4794 · outbound

This paper cites Unet++: A nested u-net architecture for medical image segmentation.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Unet++: A nested u-net architecture for medical image segmentation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:56.271557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7dcc81-3cd5-4529-8529-299ebf3712bc · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:56.336863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.