Paper Citation Record · LEDGER

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework

As of 7 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2506.08185.

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

pith.paper-citation-record.v1
2506.08185 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:21:57.031752Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy18
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3869376d-c52b-456b-a0f1-c69339d6511d · outbound

This paper cites Extract- ing training data from large language models.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Extract- ing training data from large language models

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.425893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a02863e4-5483-40b6-856b-7eb4057188d4 · outbound

This paper cites Xgboost: A scalable tree boosting system.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Xgboost: A scalable tree boosting system

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.407141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 252f7f09-c875-4e54-ab3f-44575374f320 · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:21:56.922818Z

Source-reported events for the cited work

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Observation db3a8525-0d60-49f3-9557-4cf58cf93b2e · outbound

This paper cites Visual question answering in robotic surgery: A comprehensive re- view.IEEE Access, 2025.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Visual question answering in robotic surgery: A comprehensive re- view.IEEE Access, 2025

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.378491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2cad62b-7562-4506-9c36-27fb6f043294 · outbound

This paper cites Segmental spatiotemporal cnns for fine-grained ac- tion segmentation.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Segmental spatiotemporal cnns for fine-grained ac- tion segmentation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.361143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d85b50c4-6a64-4360-8899-0529e2599b39 · outbound

This paper cites The algorithmic founda- tions of differential privacy.Foundations and Trends in The- oretical Computer Science, 9(3-4):211–407, 2014.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework The algorithmic founda- tions of differential privacy.Foundations and Trends in The- oretical Computer Science, 9(3-4):211–407, 2014

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.343291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a322c56-2d19-4b5a-b0c0-9cadaaeaf49f · outbound

This paper cites Model inversion attacks that exploit confidence information and basic countermeasures.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Model inversion attacks that exploit confidence information and basic countermeasures

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.325719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e726d918-6da5-40b8-a68c-c75af6f95796 · outbound

This paper cites Video-based surgical skill assessment using 3d convolu- tional neural networks.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Video-based surgical skill assessment using 3d convolu- tional neural networks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.308865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 74c2249a-17ec-44fd-9aa9-100901d58d85 · outbound

This paper cites Jhu-isi gesture and skill assessment working set (jigsaws): A surgi- cal activity dataset for human motion modeling.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Jhu-isi gesture and skill assessment working set (jigsaws): A surgi- cal activity dataset for human motion modeling

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.291625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 285be070-dd03-4254-9376-be30a1599dea · outbound

This paper cites Global rating scales in residency education.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Global rating scales in residency education

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.275034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d506b3e6-c66b-4e59-82ec-50820f6c7df8 · outbound

This paper cites Deep residual learning for image recognition.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Deep residual learning for image recognition

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:21:56.964826Z

Source-reported events for the cited work

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Observation 77e708f2-47f8-4f8c-beff-81e1fe539626 · outbound

This paper cites Vidlpro: A video-language pre- training framework for robotic and laparoscopic surgery.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Vidlpro: A video-language pre- training framework for robotic and laparoscopic surgery

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.245066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8adec384-4932-49d7-9392-1d7478c3320e · outbound

This paper cites A vision transformer for decoding surgeon activity from surgical videos.Nature biomedical en- gineering, 7(6):780–796, 2023.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework A vision transformer for decoding surgeon activity from surgical videos.Nature biomedical en- gineering, 7(6):780–796, 2023

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.226775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 98ae757f-01f7-42ae-8fff-51c6d5aebad1 · outbound

This paper cites Transsg: A spatial-temporal transformer for surgical gesture recognition.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Transsg: A spatial-temporal transformer for surgical gesture recognition

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.209147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f989c77-5a97-4446-9b2d-2bbed3fd9781 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:21:56.984923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 735c8bc6-48f1-4956-8aeb-aa24228f6da3 · outbound

This paper cites Recogni- tion and prediction of surgical gestures and trajectories us- ing transformer models in robot-assisted surgery.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Recogni- tion and prediction of surgical gestures and trajectories us- ing transformer models in robot-assisted surgery

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.191870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 03437fbd-7c4a-4753-ad23-894bdd0864d8 · outbound

This paper cites Membership inference attacks against machine learning models.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Membership inference attacks against machine learning models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.173998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2706cc43-214c-46b7-afb3-9b1bb4cd4552 · outbound

This paper cites Gesture recognition in robotic surgery: a review.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Gesture recognition in robotic surgery: a review

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.155856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6507947f-c529-47e4-98a1-d89f058090c1 · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:21:57.005518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31850166-e865-4714-adee-c5ac9f625eb2 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers.Ad- vances in neural information processing systems, 33:5776– 5788, 2020.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers.Ad- vances in neural information processing systems, 33:5776– 5788, 2020

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.128028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4391b0fb-e67a-48ed-be22-c3887a95db66 · outbound

This paper cites From decision to action in surgical autonomy: Multi-modal large language models for robot-assisted blood suction.IEEE Robotics and Automation Letters, 2025.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework From decision to action in surgical autonomy: Multi-modal large language models for robot-assisted blood suction.IEEE Robotics and Automation Letters, 2025

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.110859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8af7b6fd-fb67-4fbe-a827-00bc6bcba8c9 · outbound

This paper cites Automated assessment of surgi- cal skills using frequency analysis.IEEE Transactions on Biomedical Engineering, 65(9):2155–2166, 2018.

Agentic Surgical AI: Surgeon Style Fingerprinting and Privacy Risk Quantification via Discrete Diffusion in a Vision-Language-Action Framework Automated assessment of surgi- cal skills using frequency analysis.IEEE Transactions on Biomedical Engineering, 65(9):2155–2166, 2018

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:21:57.093796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.