Paper Citation Record · LEDGER

MedCoT: Medical Chain of Thought via Hierarchical Expert

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 16 inbound Pith citation observations for arXiv:2412.13736.

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

pith.paper-citation-record.v1
2412.13736 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:53:35.702080Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:46:51.548058Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T18:57:31.614705Z

Reference resolution

43 of 43 outbound references displayed

verified exact1
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88008383-47ba-421e-8692-d211a87582d9 · outbound

This paper cites online" 'onlinestring :=.

MedCoT: Medical Chain of Thought via Hierarchical Expert online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.661150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b0f9aa7-da05-4e2f-aaeb-76a7872e0ac9 · outbound

This paper cites write newline.

MedCoT: Medical Chain of Thought via Hierarchical Expert write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.691243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b51cb1-28cc-49c6-8760-176332402583 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.325748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e0e358e7-2cf5-403a-90d1-fa1032815549 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.303904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0bda469a-fca5-4d23-9d7e-5f19443280cb · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.263294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 50321df9-d7ae-4854-aaf2-849d88a685c4 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.712446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c42b2fd-422e-44c0-a2c0-af4461ccb23d · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.200114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b660717f-8330-4306-9b47-f649e47ce614 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.138332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 033cae36-d1eb-47eb-9047-9c3962c0daac · outbound

This paper cites Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?.

MedCoT: Medical Chain of Thought via Hierarchical Expert Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.845840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a7830b5-4ea0-4cf0-9bf8-09be0f561f8c · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.882857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cee189b-80ec-4465-907e-db28a64c6851 · outbound

This paper cites A Review of Sparse Expert Models in Deep Learning.

MedCoT: Medical Chain of Thought via Hierarchical Expert A Review of Sparse Expert Models in Deep Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.904820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abf4543b-303c-41bf-be14-49f0c268676a · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.085781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2f2e4dec-4a6c-4730-93ee-73de5b40d539 · outbound

This paper cites MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale.

MedCoT: Medical Chain of Thought via Hierarchical Expert MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:34.960343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbf1a5b1-1f4d-4903-a599-c7bbcd77c07e · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.055767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8d635c69-811d-417e-8663-b0718e817167 · outbound

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

MedCoT: Medical Chain of Thought via Hierarchical Expert PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.058834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e005d68d-3346-4476-b52c-b2eb789a27fd · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.065273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fde1a96-e675-4fa3-b716-c969561288fb · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:37.014318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation efbe5397-d7e1-4dbf-b86a-b691794a91a2 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.991330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 018b8ed7-be76-4edf-b06b-b15500e5b76c · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.971539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6dd5da07-cb40-4ac5-b827-db777c04e5a4 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.084904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ec72610-931e-475f-93cc-010045cb651a · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.939110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fb6e2e6f-f4dd-45ae-9f4e-2bfb55a57d6b · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.094633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54a80bd8-b5c4-406d-b980-a9550caf3d09 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.099308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 553d97ba-f0eb-4c6e-8ed8-fd62a22cdde3 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.894675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0fae164f-31db-4fe2-83bc-e0c69f13fa52 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.836201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eb779afc-cf7a-402d-9594-23b20503d73d · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.115648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad92d733-8ed8-48fb-a565-5ff08c76f3cc · outbound

This paper cites Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models.

MedCoT: Medical Chain of Thought via Hierarchical Expert Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.120719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed4d0a06-0428-4c6c-adba-223aed6a388f · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.662106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f6a18735-8845-44ba-b67f-5d5592b9143d · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.150685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0f61f2-d13a-4b82-b8ef-64d8e6f6c9cf · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.561518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1ccd8d2b-5695-4a7c-a0c2-c3a0107b3277 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.408656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da83d67-2358-4d6a-8c04-889846688bc8 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.527847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f3efc9c2-f027-4d20-80db-334119b1c9b0 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.509418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3ec96f00-3866-4e9d-b3eb-c37eff869ef2 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.490556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f9f7d962-bdce-4d9f-a3c7-a87cf6e979fa · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.472735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f44f4f41-026f-469c-8ca4-7fadd9db918c · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-11T12:53:35.746483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 80c5c510-d7f4-4759-92bf-5998733e28f8 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.291841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6913e33f-a36f-4031-97cb-c31a71b0c317 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.667619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58bd5810-6740-43d3-be5a-24836a5504ac · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:36.055287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6d57085b-dadd-4495-a702-8f1cc6e050fa · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

MedCoT: Medical Chain of Thought via Hierarchical Expert LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.682092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22e4de4c-53c5-4109-9d7a-0014f2e58826 · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:35.964550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9a403d54-9433-4266-af50-755df4d7c4e0 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

MedCoT: Medical Chain of Thought via Hierarchical Expert Multimodal Chain-of-Thought Reasoning in Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:35.696326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffd71498-e25f-44e9-880a-92f711d368ea · outbound

This paper cites an unresolved cited work.

MedCoT: Medical Chain of Thought via Hierarchical Expert Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:35.943717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 7395ce6e-4f7e-4321-af8c-a31d394e9063 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 153

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.255952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a12e062-636d-48be-8e4c-1e686f9ad8c8 · inbound

A Survey of Scaling in Large Language Model Reasoning cites this paper.

A Survey of Scaling in Large Language Model Reasoning MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 114

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.307497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 016dd5bb-7b64-41d1-817b-3968f8444382 · inbound

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding cites this paper.

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T11:46:51.548058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233ec45f-b2ff-460d-a1a9-1c86d58c5ef9 · inbound

Synergizing RAG and Reasoning: A Systematic Review cites this paper.

Synergizing RAG and Reasoning: A Systematic Review MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T11:18:44.819981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c93ea94-9a28-4928-8d26-a82ace17af2b · inbound

AOR: Anatomical Ontology-Guided Reasoning for Medical Large Multimodal Model in Chest X-Ray Interpretation cites this paper.

AOR: Anatomical Ontology-Guided Reasoning for Medical Large Multimodal Model in Chest X-Ray Interpretation MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:30.605085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093c8aad-51ea-4e4a-aca4-d07cecdb0241 · inbound

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification cites this paper.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.103067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0925c016-6e7f-4623-b05d-652e7cb02c6f · inbound

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects cites this paper.

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:52.541026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9258f14-e6f7-44e0-81db-b502c2b67f46 · inbound

Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making cites this paper.

Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:33:40.319864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8baac434-f89a-488d-a89e-234dfd4f7671 · inbound

Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning cites this paper.

Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:02.750195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2ab2436-87e7-4f78-94c6-47d7493cd9ed · inbound

RARL: Improving Medical VLM Reasoning and Generalization with Reinforcement Learning and LoRA under Data and Hardware Constraints cites this paper.

RARL: Improving Medical VLM Reasoning and Generalization with Reinforcement Learning and LoRA under Data and Hardware Constraints MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:22.698599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac93fe8b-42b7-47d1-9945-99ab4958ccc8 · inbound

Med-U1: Incentivizing Unified Medical Reasoning in LLMs via Large-scale Reinforcement Learning cites this paper.

Med-U1: Incentivizing Unified Medical Reasoning in LLMs via Large-scale Reinforcement Learning MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:59:12.703977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c19609f5-f58f-4e6d-bc93-569858f7ea8e · inbound

Architecting Clinical Collaboration: Multi-Agent Reasoning Systems for Multimodal Medical VQA cites this paper.

Architecting Clinical Collaboration: Multi-Agent Reasoning Systems for Multimodal Medical VQA MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:29:01.699812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ecddfb4-72aa-446b-b3d8-b41af1653f75 · inbound

4KAgent: Agentic Any Image to 4K Super-Resolution cites this paper.

4KAgent: Agentic Any Image to 4K Super-Resolution MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 127

Resolution: unresolved; no resolver link, observed 2026-08-06T18:52:39.083820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca3a2c91-7e22-4437-a36e-e40dd505295a · inbound

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning cites this paper.

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T16:21:43.179799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c18e2af-5b60-4eda-b163-3ca8d645e2a8 · inbound

Thinking Like a Botanist: Challenging Multimodal Language Models with Intent-Driven Chain-of-Inquiry cites this paper.

Thinking Like a Botanist: Challenging Multimodal Language Models with Intent-Driven Chain-of-Inquiry MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T00:24:47.123696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2a4e4777-ae4c-404e-b052-0d3a9cca8c29 · inbound

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning cites this paper.

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 89

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T18:57:31.616011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.