Paper Citation Record · LEDGER

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

As of 14 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 6 inbound Pith citation observations for arXiv:2508.14880.

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

pith.paper-citation-record.v1
2508.14880 v3

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:18:46.576239Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:17:33.209839Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T21:33:58.797000Z

Reference resolution

8 of 8 outbound references displayed

verified exact0
verified fuzzy6
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a60c2c9b-efbe-489b-8ad8-9a8ccf3dc87a · outbound

This paper cites (A.5) to be shared across tasks within the same domain, but allows for a different intercept.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework (A.5) to be shared across tasks within the same domain, but allows for a different intercept

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:48.676820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 922937f0-46c6-4d71-94dd-0264e540b0ed · outbound

This paper cites look sufficiently different,.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework look sufficiently different,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:48.444489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 49348d3b-b9fb-4d08-82c7-d50e5d75d07d · outbound

This paper cites an unresolved cited work.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:18:48.197855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 92654cfa-6ea9-4bc9-ad9f-86249fc7af4a · outbound

This paper cites an unresolved cited work.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:18:47.990418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6a1b6c1b-d9ab-4717-9673-a20a60451b19 · outbound

This paper cites This results in a more numerically stable fitting procedure, since� � [1, 20] and� � [1e5, 2e8] are otherwise on very different scales.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework This results in a more numerically stable fitting procedure, since� � [1, 20] and� � [1e5, 2e8] are otherwise on very different scales

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:47.715805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 907f37fd-92bb-489d-b093-979e7bb34796 · outbound

This paper cites Softplus is a smooth approximation to ReLU and forces fit parameters to be positive, and empirically tends to improve fitting stability.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework Softplus is a smooth approximation to ReLU and forces fit parameters to be positive, and empirically tends to improve fitting stability

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:47.420996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 01b675e3-1936-4912-a2f2-78f3665e1904 · outbound

This paper cites We use MSE in log space as the objective:� �� .

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework We use MSE in log space as the objective:� ��

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:47.133932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8dab616e-6eec-4d52-a723-bb86753437f5 · outbound

This paper cites reasonable.

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework reasonable

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:18:46.856375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation f83a5b67-40ca-4560-bab3-05c3fac6c9ec · inbound

MeshCoder: LLM-Powered Structured Mesh Code Generation from Point Clouds cites this paper.

MeshCoder: LLM-Powered Structured Mesh Code Generation from Point Clouds MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T18:17:33.209839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533da729-04a6-4be5-b78c-20302b0c0940 · inbound

Medical Reasoning with Large Language Models: A Survey and MR-Bench cites this paper.

Medical Reasoning with Large Language Models: A Survey and MR-Bench MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-15T10:25:26.698132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 41b76d43-58f0-4bec-a003-97980b44661c · inbound

Learning Agentic Policy from Action Guidance cites this paper.

Learning Agentic Policy from Action Guidance MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:07:17.656657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d755fe09-8a42-493f-934a-673c2472e568 · inbound

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA cites this paper.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T21:33:58.798786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3a0f12b2-8fd1-478c-9cc4-c5e804aa7444 · inbound

MedCalc-Pro: Solving Complex Medical Calculations with LLM Agents cites this paper.

MedCalc-Pro: Solving Complex Medical Calculations with LLM Agents MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T06:26:07.148301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8888ab78-ae68-45d7-a2cd-7871d3a2ea9e · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 292

Resolution: unresolved; no resolver link, observed 2026-07-14T06:30:16.612345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.