Paper Citation Record · LEDGER

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

As of 9 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 6 inbound Pith citation observations for arXiv:2502.08333.

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

pith.paper-citation-record.v1
2502.08333 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T05:35:36.400568Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:02:50.353056Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:08:43.538424Z

Reference resolution

14 of 14 outbound references displayed

verified exact2
verified fuzzy0
unresolved9
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5359a3ea-4ae0-477d-a207-1e405d665bb4 · outbound

This paper cites HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.350958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70cd06d2-6cd3-444a-9c2e-49463e880176 · outbound

This paper cites Attention-based Deep Multiple Instance Learning.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Attention-based Deep Multiple Instance Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.360900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c44f741a-2ea0-43f9-8a81-b6cc0b175fa3 · outbound

This paper cites Multistain Pretraining for Slide Representation Learning in Pathology.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Multistain Pretraining for Slide Representation Learning in Pathology

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.365966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70567e7a-3cae-44e6-a408-51c7c3d99f43 · outbound

This paper cites Graph Foundation Models: Concepts, Opportunities and Challenges.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Graph Foundation Models: Concepts, Opportunities and Challenges

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.371179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1c7eb9c-4311-4891-8fa3-bda71327122f · outbound

This paper cites Renal digital pathology visual knowledge search platform based on language large model and book knowledge.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Renal digital pathology visual knowledge search platform based on language large model and book knowledge

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T05:35:36.536920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b3f6df49-e09d-4e20-a3c5-caae57faf200 · outbound

This paper cites DABS: A Domain-Agnostic Benchmark for Self-Supervised Learning.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact DABS: A Domain-Agnostic Benchmark for Self-Supervised Learning

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-08T05:35:36.487305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4809f1ac-5fb4-40c3-8d9e-3f663c94bcf8 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact On the Opportunities and Risks of Foundation Models

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.345372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94d38365-a242-414d-8bf7-b668a3732c84 · outbound

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

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Hibou: A Family of Foundational Vision Transformers for Pathology

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.385250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d97f3e17-6c10-4cfe-90cb-ccf7fac5ff73 · outbound

This paper cites On the Expressive Power of Deep Neural Networks.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact On the Expressive Power of Deep Neural Networks

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.390875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 312a674f-59ff-4222-b20d-bf80156d142d · outbound

This paper cites Annals of Oncology 30 (8): 1232–43.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Annals of Oncology 30 (8): 1232–43

Reference 2019

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T05:35:36.624835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 570cbbd1-072d-4908-ad9d-12749c886827 · outbound

This paper cites PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.400568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01cf20a6-642a-45f8-9cbe-08b01b70cbb9 · outbound

This paper cites British Journal of Cancer, October.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact British Journal of Cancer, October

Reference 2022

Resolution: verified exact; doi, observed 2026-08-08T05:35:36.452632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a24a0a9f-4ac6-4fea-9d7a-f8c312a689e8 · outbound

This paper cites Evaluating Large Language Models: A Comprehensive Survey.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Evaluating Large Language Models: A Comprehensive Survey

Reference 2023

Resolution: malformed identifier; no resolver link, observed 2026-08-08T05:35:36.355786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0c66308-8dad-4d1a-ac28-13fb0610e61e · outbound

This paper cites Eureka: Evaluating and Understanding Large Foundation Models.

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact Eureka: Evaluating and Understanding Large Foundation Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T05:35:36.335153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3354bdcf-0c83-49ec-b35b-41ce9d671033 · inbound

PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology cites this paper.

PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:50.353056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c10afe-3cc8-4a5b-9764-690b95160147 · inbound

Towards Robust Foundation Models for Digital Pathology cites this paper.

Towards Robust Foundation Models for Digital Pathology Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:11.314952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98438f53-56c6-4fb0-bd6c-b8544276bf46 · inbound

Beyond the Failures: Rethinking Foundation Models in Pathology cites this paper.

Beyond the Failures: Rethinking Foundation Models in Pathology Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:00:50.991847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 21fdac6e-f90c-458d-b01e-83ad7caae3b5 · inbound

Weakly Supervised Multicenter Nancy Index Scoring in Ulcerative Colitis Using Foundation Models cites this paper.

Weakly Supervised Multicenter Nancy Index Scoring in Ulcerative Colitis Using Foundation Models Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:11:18.794428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17c1692a-e0bd-4a94-8942-3a64900f33f2 · inbound

Benchmarking Pathology Foundation Models for Breast Cancer Survival Prediction cites this paper.

Benchmarking Pathology Foundation Models for Breast Cancer Survival Prediction Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:46:43.823305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6101c982-108a-4fb9-8066-19c3ebcf1689 · inbound

Democratizing and accelerating AI-driven pathology research through agentic intelligence cites this paper.

Democratizing and accelerating AI-driven pathology research through agentic intelligence Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T17:08:43.540440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.