Paper Citation Record · LEDGER

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance

As of 22 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2507.23088.

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

pith.paper-citation-record.v1
2507.23088 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:08:37.314255Z

measured 28 of 28 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 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

28 of 28 outbound references displayed

verified exact0
verified fuzzy13
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc1b3252-962e-4c56-a5a2-0c3ecdfb7f56 · outbound

This paper cites 2018 Robotic Scene Segmentation Challenge.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance 2018 Robotic Scene Segmentation Challenge

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:34.599389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69b45db8-6a3b-4cc4-b54d-c2ef51a756b2 · outbound

This paper cites 2017 Robotic Instrument Segmentation Challenge.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance 2017 Robotic Instrument Segmentation Challenge

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:34.724570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4870326-7938-4cd2-8076-02f839f97664 · outbound

This paper cites Neural Finite-State Machines for Surgical Phase Recognition.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Neural Finite-State Machines for Surgical Phase Recognition

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:34.807619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b43c6f-abeb-4903-9119-8ca6b85b77bd · outbound

This paper cites SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:34.928797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea09579-3b35-441d-a418-cd39a39f1000 · outbound

This paper cites Towards Robust Surgical Automation via Digital Twin Representations from Foundation Models.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Towards Robust Surgical Automation via Digital Twin Representations from Foundation Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:35.054544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c079cc0-794d-4be9-93a1-af80ff99893a · outbound

This paper cites International Journal of Computer As- sisted Radiology and Surgery18(6), 1009–1016 (2023).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance International Journal of Computer As- sisted Radiology and Surgery18(6), 1009–1016 (2023)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:40.866871Z

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 d3217fab-3cfe-4cfa-8273-8ae2aefeb780 · outbound

This paper cites In: International conference on medical image computing and computer-assisted intervention.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: International conference on medical image computing and computer-assisted intervention

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:40.565792Z

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 96f4727f-8528-4273-b002-30a28049a2bc · outbound

This paper cites Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin Representation.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin Representation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:35.410912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ab456a2-510b-40ea-ba11-2cacaf00b19f · outbound

This paper cites Computer methods and programs in biomedicine190, 105378 (2020).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Computer methods and programs in biomedicine190, 105378 (2020)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:40.221149Z

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 06e99981-5441-4729-aa10-c2439927a927 · outbound

This paper cites an unresolved cited work.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:08:39.887644Z

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 5c568976-c51d-403e-94ea-e4194a208d51 · outbound

This paper cites European Surgical Research65(1), 22–39 (2024).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance European Surgical Research65(1), 22–39 (2024)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:39.661296Z

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 6592562f-98b6-450b-8f85-a015de5b2220 · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:39.392234Z

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 7721209f-f926-4b60-a078-92bcd4e75977 · outbound

This paper cites In: Medical Image Comput- ing and Computer Assisted Intervention–MICCAI 2020: 23rd International Con- ference, Lima, Peru, October 4–8, 2020, Proceedings, Part III 23.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Medical Image Comput- ing and Computer Assisted Intervention–MICCAI 2020: 23rd International Con- ference, Lima, Peru, October 4–8, 2020, Proceedings, Part III 23

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:39.210915Z

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 4421d731-128a-4940-939b-05271d7a5a6b · outbound

This paper cites CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real Videos.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real Videos

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:35.982572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d3166b6-fb1c-416d-b79b-eb144bb82618 · outbound

This paper cites In: 2014 IEEE international conference on robotics and automation (ICRA).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: 2014 IEEE international conference on robotics and automation (ICRA)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:39.051233Z

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 dc8cd663-8207-480e-bb2c-6293a9e87148 · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:36.154245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77f59564-023e-4d80-87af-beaaef4543af · outbound

This paper cites Medical Image Analysis78, 102433 (2022).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Medical Image Analysis78, 102433 (2022)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:36.249737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0a7886d-07fb-40b9-bd43-6c72309cc26b · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance SAM 2: Segment Anything in Images and Videos

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:36.332253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e03c652f-bf4b-4788-a63f-c2221ec98d70 · outbound

This paper cites Sensors 22(14), 5180 (2022).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Sensors 22(14), 5180 (2022)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:38.866585Z

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 62bf58fd-fe20-4641-b25e-fb85b0433451 · outbound

This paper cites an unresolved cited work.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:08:38.667809Z

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 43e7b8ec-8a18-4de3-b801-04d79db05720 · outbound

This paper cites Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:36.646430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69c5811e-d9b9-4f60-8557-2f9bdd3b849c · outbound

This paper cites International journal of computer assisted radiology and surgery18(6), 1077–1084 (2023).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance International journal of computer assisted radiology and surgery18(6), 1077–1084 (2023)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:38.504594Z

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 508207ba-daf9-4173-b9e7-7d7265bd09d7 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:38.301836Z

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 9ab5378f-0a45-4f76-aa11-aab2327e1e17 · outbound

This paper cites an unresolved cited work.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:08:38.163775Z

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 cb9972a9-eb30-4211-9bfe-81202cbfcf4a · outbound

This paper cites Medical image analysis 15(1), 22–34 (2011).

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance Medical image analysis 15(1), 22–34 (2011)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:37.987008Z

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 03b09cdf-5164-4e28-8494-854b1047da28 · outbound

This paper cites In: Proceedings of the 31st ACM International Conference on Multimedia.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Proceedings of the 31st ACM International Conference on Multimedia

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:37.791368Z

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 1d8c0835-3f36-497d-a1ae-123db8b786ea · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:08:37.611383Z

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 b3a9efe6-5bb5-41af-8d5d-ace28a614a9a · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Beyond Rigid AI: Towards Natural Human-Machine Symbiosis for Interoperative Surgical Assistance In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T11:08:37.314255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.