Paper Citation Record · LEDGER

LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2408.07981.

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

pith.paper-citation-record.v1
2408.07981 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:21.486120Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:38:39.543254Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 35839cda-8e96-4ca4-8aa3-b492008b6850 · inbound

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis cites this paper.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:36:21.486120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e81f2e90-eb48-4b2b-b213-8c8cacfcd8c8 · inbound

SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting cites this paper.

SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T21:52:11.129789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afb9530c-5f10-4923-bc2b-f1b4b25dcc34 · inbound

Speak, Segment, Track, Navigate: An Interactive System for Video-Guided Skull-Base Surgery cites this paper.

Speak, Segment, Track, Navigate: An Interactive System for Video-Guided Skull-Base Surgery LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T09:49:54.422753Z

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 4ad746c2-5651-488c-a713-1c5e14e8f8bc · inbound

From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation cites this paper.

From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:16:18.813273Z

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 e9f7261b-48db-4d64-be5d-6caf6e245529 · inbound

SurgOnAir: Hierarchy-Aware Real-Time Surgical Video Commentary cites this paper.

SurgOnAir: Hierarchy-Aware Real-Time Surgical Video Commentary LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-21T04:49:35.536797Z

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 051b2263-6827-4da3-afe7-a3545a87a66a · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 265

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T17:27:15.651866Z

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 dc20db74-1bde-437e-bcf2-bcbef6559711 · inbound

Fine-tuning a multimodal large language model for clinician-grade autism behavioral scoring from short home videos cites this paper.

Fine-tuning a multimodal large language model for clinician-grade autism behavioral scoring from short home videos LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-01T18:15:58.662450Z

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 5151cf96-f01a-4ff1-81d3-68ae6b6dbf06 · inbound

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding cites this paper.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:38:39.544999Z

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 8739f069-efe0-4135-ac7d-b26ca63a0def · inbound

DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting cites this paper.

DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T13:55:33.416450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52df1f1f-d3bb-4de4-a904-d81aeb361ad1 · inbound

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding cites this paper.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:25.817758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.