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Paper Citation Record · LEDGER

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow

As of 11 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 0 inbound Pith citation observations for arXiv:2606.07549.

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

pith.paper-citation-record.v1
2606.07549 v1

Coverage vector

measured 78 of 78 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:39:14.083052Z

measured 78 of 78 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

78 of 78 outbound references displayed

  • verified exact30
  • verified fuzzy45
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfaf8d4c-3219-4b07-88be-39b9c00f1373 · outbound

This paper cites Quilt-llava: Visual instruction tuning by extracting localized narratives from open- source histopathology videos.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Quilt-llava: Visual instruction tuning by extracting localized narratives from open- source histopathology videos

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.524196Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:2e829a426da68db238149c14259d178a7209d5a4939554ece5b55b4e34003710

Observation e24b6d32-3531-4be7-9745-d5875af10ea6 · outbound

This paper cites A multimodal generative ai copilot for human pathology.Nature, 634(8033):466–473.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A multimodal generative ai copilot for human pathology.Nature, 634(8033):466–473

Reference 2

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verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.526446Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:8ad0c9bae4f9974d7bb756f2a7db9a6c570c8c6a5e1db4b66a3b1d865d045dfd

Observation c74b1b21-7af6-4aa4-a256-3ef60969d39a · outbound

This paper cites Pa-llava: A large language-vision assistant for human pathology image understanding.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pa-llava: A large language-vision assistant for human pathology image understanding

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.520980Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:6f9617f456deea1a3651731e211c18da8ea1215595658cf6f2387a950f5b39e0

Observation aa822808-afc1-4351-8b49-7edcea257813 · outbound

This paper cites Pathgen-1.6m: 1.6 million pathol- ogy image-text pairs generation through multi-agent collaboration.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathgen-1.6m: 1.6 million pathol- ogy image-text pairs generation through multi-agent collaboration

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.515029Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:0dc8d0b00f25a07301efe8a20cdf0fb59465087169424b976f1bdff49256db0a

Observation 9303b9b3-3bec-4561-a316-eeaa9599ff39 · outbound

This paper cites Patho-r1: A multimodal reinforcement learning-based pathol- ogy expert reasoner.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Patho-r1: A multimodal reinforcement learning-based pathol- ogy expert reasoner

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.536426Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:e688cb6d33b19bd1134b19d40d68d2f38291fd87197b726b7fbc1223792250f5

Observation 6f60d598-44a1-4e29-bdd8-df07fc85c66e · outbound

This paper cites A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.399454Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:93e0d8522dfa24e1fabc580fca80aa7a99996407a6387a3bcf15e029bbc0f5ef

Observation b71ff2a9-ffb0-40a0-9afb-a8aceadf5d3c · outbound

This paper cites TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.431179Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:714d396e13ca3d89f6ccf096df9c563f3d5b021cfe49b0b67300ca92b3efb75c

Observation f86489d9-6335-4953-8f61-03347c7fae7b · outbound

This paper cites Wsicaption: Multiple instance generation of pathology reports for gigapixel whole-slide images.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Wsicaption: Multiple instance generation of pathology reports for gigapixel whole-slide images

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.508149Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:2713147ad36eeb1bd80e81baf9a3616b364faadcc68787774c5bb2d53499a261

Observation 6fb50dcb-96fc-4323-8e2a-35c7a1817ed0 · outbound

This paper cites Wsi-vqa: Interpreting whole slide images by generative visual question answering.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Wsi-vqa: Interpreting whole slide images by generative visual question answering

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.514007Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:b974b56ca5a233e46425f4283700111df1f338e80ce15a9011dffee2f14bf74d

Observation d0bd69a8-cd1c-4b20-85b0-eb2912960439 · outbound

This paper cites Histgen: Histopathology report generation via local-global feature encoding and cross-modal context interaction.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Histgen: Histopathology report generation via local-global feature encoding and cross-modal context interaction

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.510018Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:9ce6af1dceab2aee2ce7b7c19707ac7de7edb71926d012a09bbd480f8e00b890

Observation fcfa3df4-e8b4-42be-ace8-527bda8b10f5 · outbound

This paper cites Slidechat: A large vision-language assistant for whole-slide pathology image understanding.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Slidechat: A large vision-language assistant for whole-slide pathology image understanding

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.505963Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ec27619d6aa0655128b1f8eb927afb1d463d3f7772ecd63110342e5d05322471

Observation 93b62b3c-4dd6-4046-b9a6-2c0f1d03810e · outbound

This paper cites Wsi-llava: A multimodal large language model for whole slide image.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Wsi-llava: A multimodal large language model for whole slide image

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.499293Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:47f440deef3c9cad21e6ae0610feea4e542bfd5359ec961fad955b33cde59e56

Observation d03b9136-c3df-458b-9510-e1944cffa3da · outbound

This paper cites PathAlign: A vision-language model for whole slide images in histopathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow PathAlign: A vision-language model for whole slide images in histopathology

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.418176Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:98e83d209707dc086baf7d434fec827dc9ff7c183d69789bc555d76a0224b25f

Observation b0a7032a-eac8-4ca8-ac53-ec5d0e01e8c7 · outbound

This paper cites Alpaca: Adapting llama for pathology context analysis to enable slide-level question answering.medRxiv, pages 2025–04, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Alpaca: Adapting llama for pathology context analysis to enable slide-level question answering.medRxiv, pages 2025–04, 2025

Reference 14

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verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.517791Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:5e101875479fd07b961a0b00b231aadc3cdde9602ed4d77f4bb792a71fcbf18d

Observation 816384a8-40bf-4b1c-92c0-eb470f5c74ba · outbound

This paper cites A multimodal whole-slide foundation model for pathology.Nature Medicine, pages 1–13.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A multimodal whole-slide foundation model for pathology.Nature Medicine, pages 1–13

Reference 15

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raw_fallback, observed 2026-07-08T03:44:29.515831Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ecb36eb8a032440c9c83d0d5f8085ce5cdc1f7d92c20ae1db2938c9629ad9c06

Observation beb09b24-00aa-4862-bd68-c055518c4f37 · outbound

This paper cites Pathreasoner-r1: Instilling structured reasoning into pathology vision-language model via knowledge-guided policy optimization.arXiv preprint arXiv:2601.21617, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathreasoner-r1: Instilling structured reasoning into pathology vision-language model via knowledge-guided policy optimization.arXiv preprint arXiv:2601.21617, 2026

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.434698Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:cdf73cc7d6a25f30d50f828ceb810ce076893cd7cd5a8dcda6f7452fab078685

Observation 903c02ce-b8a0-4a8b-bb42-0c3fbaf160f1 · outbound

This paper cites Cpath-omni: A unified multimodal foundation model for patch and whole slide image analysis in computational pathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Cpath-omni: A unified multimodal foundation model for patch and whole slide image analysis in computational pathology

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.491545Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:3dcbe46cfd30d9a7faa4e65ed9237528b1bd3d7f0f0d9c0c220edd4eae44a60d

Observation a866ac1d-d8cb-44c5-87f1-570027d42bc6 · outbound

This paper cites Polypath: Adapting a large multimodal model for multi-slide pathology report generation.Modern Pathology, page 100886, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Polypath: Adapting a large multimodal model for multi-slide pathology report generation.Modern Pathology, page 100886, 2025

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.481220Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:8bb658c47d2e527153c487efcd46da6fb7f503c20e6906d65e34bf963e914f1c

Observation 1754b62f-19d0-43a6-bfa3-4e4640a73d78 · outbound

This paper cites Generating dermatopathology reports from gigapixel whole slide images with histogpt.Nature Communications, 16(1):4886, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Generating dermatopathology reports from gigapixel whole slide images with histogpt.Nature Communications, 16(1):4886, 2025

Reference 19

Resolution
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raw_fallback, observed 2026-07-08T03:44:29.476915Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ab4eba8a5394bdb85b21ff8cb3a93c249bf50706f6c579ae1ff1859c0fe78d47

Observation a1ccf709-1b0c-40e8-9fbc-ac0e23ed58da · outbound

This paper cites Prism2: Unlocking multi-modal general pathology ai with clinical dialogue.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Prism2: Unlocking multi-modal general pathology ai with clinical dialogue

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.468762Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:e2d95aeb471bdd8a3a8a55075b5caf8147c6dd48b32a3d95dcf319f1c4b49db0

Observation d359a6df-1324-46ba-993b-fc5bb2c25aa9 · outbound

This paper cites Pathfound: An agentic multimodal model activating evidence-seeking pathological diagnosis.arXiv preprint arXiv:2512.23545, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathfound: An agentic multimodal model activating evidence-seeking pathological diagnosis.arXiv preprint arXiv:2512.23545, 2025

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.374448Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4104aa0a1a8f751979f1b33b0f0fd7a05aeb48e093c9584d0ab02b53d8fde8ee

Observation 412a3439-6c10-4e85-ab68-df0f84f9d67f · outbound

This paper cites Hepato-llava: An expert mllm with sparse topo-pack attention for hepatocellular pathology analysis on whole slide images.arXiv preprint arXiv:2602.19424, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Hepato-llava: An expert mllm with sparse topo-pack attention for hepatocellular pathology analysis on whole slide images.arXiv preprint arXiv:2602.19424, 2026

Reference 22

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arxiv_id, observed 2026-06-30T19:15:01.441807Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:f74798260c36b7863485813ae66e3d768b904f021df4290c6be91596e60a697f

Observation ddb07c31-00d3-42c0-9e8e-64e2b47dd1f8 · outbound

This paper cites Pathasst: A generative foundation ai assistant towards artificial gen- eral intelligence of pathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathasst: A generative foundation ai assistant towards artificial gen- eral intelligence of pathology

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.473127Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:d3c37849c708e3224501883a75bca9dd894155b94f1e3a8ede7955634c3bab52

Observation 84a019ca-b3a9-4085-9691-5bd48a546bdf · outbound

This paper cites Patho-agenticrag: towards multimodal agentic retrieval- augmented generation for pathology vlms via reinforcement learning.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Patho-agenticrag: towards multimodal agentic retrieval- augmented generation for pathology vlms via reinforcement learning

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.475052Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ead78e0735bc72b9fa433b70a2698cc086fa37ebd4f64a0c08f70ddcc591ef01

Observation 8df69893-bc5a-4ebc-bdbf-3ac6a2a68573 · outbound

This paper cites Weishaupt, Drew F.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Weishaupt, Drew F

Reference 25

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T19:15:01.462092Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:c4fbf26e4e3692f03a1f759d1c711af942e7f9ce4211c2b5b1f548b0cd52250d

Observation 719c6c1a-1ea5-429e-8595-e23459aa90ec · outbound

This paper cites Pathology-cot: Learning visual chain-of-thought agent from expert whole slide image diagnosis behavior.arXiv preprint arXiv:2510.04587, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathology-cot: Learning visual chain-of-thought agent from expert whole slide image diagnosis behavior.arXiv preprint arXiv:2510.04587, 2025

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.424856Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4c4da3fd2fd85e409c4e9aa1094644acf134bb18a553801a3d6f64305e669737

Observation 2c318238-d7a7-44e5-a6a8-7997943f921b · outbound

This paper cites Pathfinder: A multi-modal multi-agent system for medical diagnostic decision-making applied to histopathol- ogy.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathfinder: A multi-modal multi-agent system for medical diagnostic decision-making applied to histopathol- ogy

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.479051Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:801fdc0e3751b6611cd8c9e562b5bb6b33cf523b60244c9905ea98390a71ae3d

Observation 6170b9ca-6fa5-4972-a6ba-b052b0cb120a · outbound

This paper cites Pathagent: Toward interpretable analysis of whole-slide pathol- ogy images via large language model-based agentic reasoning.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathagent: Toward interpretable analysis of whole-slide pathol- ogy images via large language model-based agentic reasoning

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.377798Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:2d02e2e572f906f37e65253a450965b629b4162ced8a1aad2f5701e151745e81

Observation b571f314-6e7e-425e-bcfa-b9181fea4fdd · outbound

This paper cites Cpath-omni: A unified multimodal foundation model for patch and whole slide image analysis in computational pathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Cpath-omni: A unified multimodal foundation model for patch and whole slide image analysis in computational pathology

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.430393Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:74438ad7b8f66bc65d295328667a36d42c6e99882778c89399a17653d2be0b81

Observation 6eaab13b-8ac4-4eb1-b56b-7dbf723a4848 · outbound

This paper cites Survagent: Hierarchical cot-enhanced case banking and dichotomy-based multi- agent system for multimodal survival prediction.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Survagent: Hierarchical cot-enhanced case banking and dichotomy-based multi- agent system for multimodal survival prediction

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.406112Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:d0c7766c6eb5f92240c948a85684c357e5e4f726f57ace817d6d49b32b38fd3b

Observation 2fdc1d48-9f63-442c-bff5-212180b631d0 · outbound

This paper cites WSI-Agents: A Collaborative Multi-Agent System for Multi-Modal Whole Slide Image Analysis.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow WSI-Agents: A Collaborative Multi-Agent System for Multi-Modal Whole Slide Image Analysis

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.417141Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ebc117ccb58cd2a81d4036633acaecd566f1f494dc21848f7b3bc1e3f844de78

Observation 6255126b-4a83-4b9d-84df-63ff06474771 · outbound

This paper cites A co-evolving agentic ai system for medical imaging analysis.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A co-evolving agentic ai system for medical imaging analysis

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.445015Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:f89804027c91490debb508deae3f0d69f0d77dc36526f9a49bc877dae5eb4b87

Observation c6888f0b-61d9-4537-ba7b-7dbcf007fb47 · outbound

This paper cites Mmnavagent: Multi-magnification wsi navigation agent for clinically consistent whole-slide analysis.arXiv preprint arXiv:2603.02079, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Mmnavagent: Multi-magnification wsi navigation agent for clinically consistent whole-slide analysis.arXiv preprint arXiv:2603.02079, 2026

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.448554Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:5a97cb3bbfda6295a2b516af18ade9670fd4e91689dbc820a386cfc4745399ee

Observation 7e1e5c74-0ec5-4eb2-8f14-67d233b28046 · outbound

This paper cites Development and validation of an autonomous artificial intelligence agent for clinical decision-making in oncology.Nature Cancer, 6(8):1337–1349, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Development and validation of an autonomous artificial intelligence agent for clinical decision-making in oncology.Nature Cancer, 6(8):1337–1349, 2025

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.507098Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:68c281859ddba0228b2c37ce4b5133d5e34a6c021d5afe58380becd6a08b4758

Observation 87410119-100d-41ed-80d9-2b753bc1bbd8 · outbound

This paper cites SAGE: Agentic Framework for Interpretable and Clinically Translatable Computational Pathology Biomarker Discovery.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow SAGE: Agentic Framework for Interpretable and Clinically Translatable Computational Pathology Biomarker Discovery

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.465410Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:523db2bbd383b2d286c5f75561914e025572cf1adb46d8e291466eddc331fd82

Observation 45ba9882-c781-492e-a883-6039ba60ad4b · outbound

This paper cites React: Synergizing reasoning and acting in language models.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow React: Synergizing reasoning and acting in language models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.467051Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:7b8b8b33c0359611334d6eef1fdec6166694c335cbae2ac34203f449da6b5c32

Observation 15d2c85c-e98c-4ef8-bdc1-1badf0e6b19e · outbound

This paper cites A multimodal and temporal foundation model for virtual patient representations at healthcare system scale.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A multimodal and temporal foundation model for virtual patient representations at healthcare system scale

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.455422Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:618461fcbb7cece0ee97ea7a644e69e7e1cb663c820f17705f380ab8c6ae41d0

Observation 01ee3e7f-b672-4a10-8774-2267ceb54c7d · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.443734Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:f28e440dba1313675a31f656341ddc595c39e6e6d871eeea04357380ae0e5e96

Observation c1b7a3b7-4c7e-43be-835f-753940bbd160 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in Neural Information Processing Systems, 33:9459–9474.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in Neural Information Processing Systems, 33:9459–9474

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.495421Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:d56f874a36513dd11b931bf6636df550061c61b1cdb6633d533be9496b19461b

Observation 66e80d05-1845-4d58-b498-a27003cc837c · outbound

This paper cites Toolmem: Enhancing multimodal agents with learnable tool capability memory.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Toolmem: Enhancing multimodal agents with learnable tool capability memory

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.458833Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4520225a8125c29edd24dbad715f6dd83fdf32c2aedac5d67910caf0173c9566

Observation ae0b8bb8-f51f-4dc4-b626-04216fcc3aa3 · outbound

This paper cites XSkill: Continual Learning from Experience and Skills in Multimodal Agents.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow XSkill: Continual Learning from Experience and Skills in Multimodal Agents

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:17:26.572211Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:118857fb6766764376c1c0c5cad9e227ee5a933d2c77242c4a3ff751b48a44cf

Observation f2487220-f920-4418-85af-65529eedba3a · outbound

This paper cites MemOS: A Memory OS for AI System.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MemOS: A Memory OS for AI System

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.394744Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:9b32c1409ede663c4ee360ebe3f65b98803ecfc38c86df9c94c78737769abaf0

Observation dc036abc-3774-45e2-9a3d-9b690589d217 · outbound

This paper cites MemVerse: Multimodal Memory for Lifelong Learning Agents.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MemVerse: Multimodal Memory for Lifelong Learning Agents

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.444825Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:16fb44fb81085c04522ffa0feb3ddc88ae70aaaca486dd3d9a3f374bdf3d27db

Observation ff70f24e-ed59-41c5-91f9-c542262039a4 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Reflexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.501229Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:26c7ba1bdf095bf34645accdc4f4f14057f70531b54591723ec805656e8b4937

Observation 7b0f0d4b-d97e-400d-b166-122c2a901e47 · outbound

This paper cites Colpali: Efficient document retrieval with vision language models.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Colpali: Efficient document retrieval with vision language models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.513143Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:578eec73e50a6aba6b93a6817dfb528e4ffa01d90e93e28b4ceb69218c417c69

Observation 98ebf0c0-9f8c-4c40-b5f7-478a5c853728 · outbound

This paper cites Milvus: A purpose-built vector data management system.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Milvus: A purpose-built vector data management system

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.502998Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:0f2941b8c4665e376b0b24e78c0e522bfe143becd0597ce1a25025baa8be4de1

Observation 6692e406-e1a9-4f63-b70c-9d8ef53b2034 · outbound

This paper cites an unresolved cited work.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-07-08T03:44:29.499563Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4098a3e94b4ff26dddfc5a60597b03aeaff77679baa1f076218160fbdd0f63c8

Observation c0ba4b80-6e69-4131-ac15-8b929d014ee5 · outbound

This paper cites Cognitive bias in decision-making with llms.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Cognitive bias in decision-making with llms

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.528536Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:9afb81d40b29305ffe80924aba239365465d0a0562d7a320b5d7ad36543a8c41

Observation a286658a-71f6-47f3-b240-49b2960d734f · outbound

This paper cites Application of artificial intelligence and digital tools in cancer pathology.The Lancet Digital Health, 7(10), 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Application of artificial intelligence and digital tools in cancer pathology.The Lancet Digital Health, 7(10), 2025

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.522098Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:f8dcd2c978cbfc7e3a18783d0ff80564accb4e85940d99281143dc478b1cad6f

Observation ff3e25e0-1e6c-4392-aac0-e55b6e64c368 · outbound

This paper cites Can llms express their uncertainty? an empirical evaluation of confidence elicitation in llms.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Can llms express their uncertainty? an empirical evaluation of confidence elicitation in llms

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.497753Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:962033c8b0ad8ea80f34399c62eed25746c5413c4505a20bf2ca05038c3c71d6

Observation 2dc4c936-4e6e-4bbc-9be7-1baca91a9399 · outbound

This paper cites A visual-language foundation model for computational pathology.Nature Medicine, 30(3):863–874, 2024.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A visual-language foundation model for computational pathology.Nature Medicine, 30(3):863–874, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.501389Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:09d4339e3524430d2652bf830783e24c98dc26f63654f0b912105ca5e89be4d3

Observation 60f49335-fc95-4e89-9092-f0c745794158 · outbound

This paper cites A visual–language foundation model for pathology image analysis using medical twitter.Nature Medicine, 29(9):2307–2316, 2023.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A visual–language foundation model for pathology image analysis using medical twitter.Nature Medicine, 29(9):2307–2316, 2023

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.503825Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:e0b2f592307e81ffafc1ec5d7c9ad19c5c7dec564178e7f4557c74b0fe5b0a2e

Observation 4dd6dd58-5359-48ce-be33-53e015a07fee · outbound

This paper cites Quilt-1m: One million image-text pairs for histopathology.Advances in Neural Information Processing Systems, 36:37995–38017, 2023.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Quilt-1m: One million image-text pairs for histopathology.Advances in Neural Information Processing Systems, 36:37995–38017, 2023

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.512134Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:342aeee26beb6f878aaee4f7ce57246a47abc7329bb686fc22d4a530d298248c

Observation 79afc4a3-38a0-41fd-9627-ef14765504be · outbound

This paper cites A vision–language foundation model for precision oncology.Nature, 638(8051):769–778.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A vision–language foundation model for precision oncology.Nature, 638(8051):769–778

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.490062Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:9055b0cbfce6704e9a8dd62955af31e7eabcf864be7f6756d91c4acd58ca527a

Observation dab9fb4d-b575-4ebb-b64c-9f1eb2f51566 · outbound

This paper cites Interpretable vision-language sur- vival analysis with ordinal inductive bias for computational pathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Interpretable vision-language sur- vival analysis with ordinal inductive bias for computational pathology

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.491896Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:775ca7a10133f7e762221e933177f763cd5a9a17d815d3b5ea337e57579c9e9f

Observation 3141ead1-6aa0-4b2f-b1e9-e46f98648af7 · outbound

This paper cites Foundation models in medical image analysis: A systematic review and meta-analysis.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Foundation models in medical image analysis: A systematic review and meta-analysis

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.452123Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ab032f603f92619ad4a5d396707278b62465e950f511c3a51896b3ca93d91bb8

Observation abe12024-ac07-4a21-a00e-3676019ab793 · outbound

This paper cites Aligning clinical needs and ai capabilities: a survey on llms for medical reasoning.Authorea Preprints, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Aligning clinical needs and ai capabilities: a survey on llms for medical reasoning.Authorea Preprints, 2025

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.519708Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:b2c67170166adb105ef784cc4e6bc6bb1d794b0211ffe071c6f2894c1a7a97af

Observation ad0b2923-41d4-477f-b1c9-affa28326b30 · outbound

This paper cites A pathology foundation model for cancer diagnosis and prognosis prediction.Nature, 634(8035):970–978, 2024.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A pathology foundation model for cancer diagnosis and prognosis prediction.Nature, 634(8035):970–978, 2024

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.486189Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4f7d50e81c7b095aa66ed3d960b950d2b037e0232b402948eada2a69478e0836

Observation 12aa345d-3e87-41b0-8495-ef5d7d7864c6 · outbound

This paper cites Histopathology Multi-modal Embedding for Pathology Composed Retrieval.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Histopathology Multi-modal Embedding for Pathology Composed Retrieval

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-07-02T01:17:11.782623Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:480f32eee357139ae8f6976d957c2c385119c5e61d80fdfed1baa7a43380dcc8

Observation 706d1b09-af5f-438f-bfdf-a2c2f322f11c · outbound

This paper cites The landscape of computational pathology agents from static analysis to autonomous diagnostic workflows.Authorea Preprints, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow The landscape of computational pathology agents from static analysis to autonomous diagnostic workflows.Authorea Preprints, 2026

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.483405Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:af0fc957cf63526f09cac442c597739eda5c13eddb309286be6cc1aa30b40da2

Observation 6be707e4-0beb-472c-9236-81092904c8dd · outbound

This paper cites Octomed: Data recipes for state-of-the-art multimodal medical reasoning.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Octomed: Data recipes for state-of-the-art multimodal medical reasoning

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.442297Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:0d74b300fbe0068844e48785fe635e6e3da574b18f0188a5f70372a284110e16

Observation af40c0dd-f056-47b2-8c0c-91045c3889a6 · outbound

This paper cites Pulsemind: A multi-modal medical model for real-world clinical diagnosis.arXiv preprint arXiv:2601.07344, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pulsemind: A multi-modal medical model for real-world clinical diagnosis.arXiv preprint arXiv:2601.07344, 2026

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.427616Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:c95882d2700ad0ff6f66dfc06c5e2a64eef1c0893886654f532a7b1bae355379

Observation 05dfdd3b-beee-46c8-8a81-bef6093f6328 · outbound

This paper cites Cx-mind: a pioneering multimodal large language model for interleaved reasoning in chest x-ray via curriculum-guided reinforcement learning.Information Fusion, page 104027, 2025.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Cx-mind: a pioneering multimodal large language model for interleaved reasoning in chest x-ray via curriculum-guided reinforcement learning.Information Fusion, page 104027, 2025

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.488061Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:18ed49264f069e4e79b076cb4d305f7cde2c1bc39cb10a668ac67c6ac4cdcade

Observation a2c5468d-9f51-4065-af9b-825f30089d19 · outbound

This paper cites Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-30T01:19:06.178399Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:21c61990dc28588a2fee53b3cc33a2d1cf6aac319987b1b2b114cd5f8437aaae

Observation a17e687b-381a-416b-9b57-17207e5d283a · outbound

This paper cites an unresolved cited work.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-07-08T03:44:29.493800Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:2153ebf736c0c62bf6bd8936da405e9267a6af2865989eb1e79e380b7fedf556

Observation 5ccd9b67-8f57-47a8-8515-b4e4b5ec8597 · outbound

This paper cites Analysis of thompson sampling for the multi-armed bandit problem.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Analysis of thompson sampling for the multi-armed bandit problem

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.534000Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:9e7d55e23ca3fdd5b070c32141c5edee54425aa33f326c5171e9408632d0d574

Observation d355c8c9-6c45-445e-b112-5f87e97654ca · outbound

This paper cites When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains.arXiv preprint arXiv:2603.01301, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains.arXiv preprint arXiv:2603.01301, 2026

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.408742Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:8f1f7fb54faf1c8175dc3e0ca13f3dddba25045fcb72caa41f3410f3f5de03b5

Observation 03ef4fc7-2e56-4952-b394-2a5fdf83d290 · outbound

This paper cites Nunext: Reframing nucleus detection as next-point detection.arXiv preprint arXiv:2603.07098, 2026.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Nunext: Reframing nucleus detection as next-point detection.arXiv preprint arXiv:2603.07098, 2026

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.439590Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:61d5d1162514fb6a1b5db23c4b5822cc3505228d81fb08563bdee37412347c09

Observation 503e0685-fcaf-4987-b91d-02c46b25c8e1 · outbound

This paper cites an unresolved cited work.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Unresolved cited work

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.414722Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:86e54ae61b270d12b2abb600266cefca7e495a7bffb6ed9f3b85b32f4f9e215a

Observation 42af945c-c678-4010-a01a-42f0d0493915 · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 70

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.451589Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:ff1c6cc22f5660076a3f516db232152d5645c3d3ade4a230067d75e909a5b3ca

Observation 6c41d075-8dfc-44e4-9406-73c55ae184a3 · outbound

This paper cites MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:15:01.454125Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:4a99565167ee6db8c60e091a5af3f11948392fb989b8fec61193ff2335ca3582

Observation 1b2ce97f-6a46-4d78-8df4-5e7a21add727 · outbound

This paper cites Omnimed- vqa: A new large-scale comprehensive evaluation benchmark for medical lvlm.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Omnimed- vqa: A new large-scale comprehensive evaluation benchmark for medical lvlm

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.475233Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:994cea02396710b62770897cde3840f6cb26f892f3d0ee6dcbe3f433bb3adc4e

Observation 9280a31f-b6f8-437a-82c4-9a58e30e1853 · outbound

This paper cites Pathmmu: A massive multimodal expert-level benchmark for understanding and reasoning in pathology.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Pathmmu: A massive multimodal expert-level benchmark for understanding and reasoning in pathology

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.481594Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:0332beb071f5dd04328854e859a4b80d51a33ff257808bca2ee227e7d9be79c7

Observation 47439454-eb9c-4642-ab54-626c30b972a3 · outbound

This paper cites Introducing-gpt-5-4.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Introducing-gpt-5-4

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.469797Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:c4803a011a6d774aceef6741b404cc145220568e1c42eb28b157868f0b180ec4

Observation cb8c04a3-b49f-4781-a88c-347127281820 · outbound

This paper cites Gemini 3 pro - model card.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Gemini 3 pro - model card

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.473398Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:82086eb3c64c7a6fd67907c086063e5e86ed25f12c66998986d59f204baa39f0

Observation 27eabf36-5756-45a2-9873-a9fd7cae2328 · outbound

This paper cites Hover-net: Simultaneous segmentation and classification of nuclei in multi-tissue histology images.Medical Image Analysis, 58:101563.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Hover-net: Simultaneous segmentation and classification of nuclei in multi-tissue histology images.Medical Image Analysis, 58:101563

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.532202Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:d44eca45a00872a3311efbfe63d8b5a5e3558139a555a62e404085a212057a5a

Observation becba056-eefb-4b06-8965-9f23751ff250 · outbound

This paper cites critical.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow critical

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.530278Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:451cf6c583b177ed0e2ec9e41cbddc0dc7e9133bac062d8f3cbdc8d4a75e2bd8

Observation ae19a0e2-4d0f-4119-aca9-38fc388fb2b8 · outbound

This paper cites [Tool Selection Guide].

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow [Tool Selection Guide]

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T03:44:29.509097Z

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.

source=pdf_text observed=2026-06-30T18:39:14.083052Z digest=sha256:42130dae4ef290fa4cebb4039545063cfe027611e3f9054742a7af172bef3c8d

Pith citing papers

No inbound Pith citation observations are available.