Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T18:18:46.576239Z
Paper Citation Record · LEDGER
MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework
As of 10 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T18:17:33.209839Z
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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.
Observation 8dab616e-6eec-4d52-a723-bb86753437f5 · outbound
This paper cites 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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.