Paper Citation Record · LEDGER

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics

As of 13 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2606.19889.

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

pith.paper-citation-record.v1
2606.19889 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T18:09:48.872541Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:28:14.872220Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

37 of 37 outbound references displayed

verified exact15
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation 84a68f66-3a99-4fa2-8d15-0b22c00be3cb · outbound

This paper cites Pixel-wise recognition for holistic surgical scene understanding // Medical Image Analysis.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Pixel-wise recognition for holistic surgical scene understanding // Medical Image Analysis

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc16aba-9847-4bbf-9741-d1c0f19d918b · outbound

This paper cites Hierasurg: Hierarchy-aware diffusion model for surgical video generation // International Conference on Medical Image Computing and Computer-Assisted Intervention.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Hierasurg: Hierarchy-aware diffusion model for surgical video generation // International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 436c2485-6296-4d41-a811-a51dcdcc6839 · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.457613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9e515263-0d37-46de-9a42-c0ee9e67afdc · outbound

This paper cites Genie: generative interactive environments // Proceedings of the 41st International Conference on Machine Learning.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Genie: generative interactive environments // Proceedings of the 41st International Conference on Machine Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7220c816-fcac-4513-b278-48f1293b0c23 · outbound

This paper cites MONAI: An open-source framework for deep learning in healthcare.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics MONAI: An open-source framework for deep learning in healthcare

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.468453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0e886d84-ba94-4b09-b165-4273c5a2229f · outbound

This paper cites Diffusion forcing: Next-token prediction meets full-sequence diffusion // Advances in Neural Information Processing Systems.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Diffusion forcing: Next-token prediction meets full-sequence diffusion // Advances in Neural Information Processing Systems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b421aae4-08bc-4db1-9798-7e192839825a · outbound

This paper cites A simple framework for contrastive learning of visual representations // International conference on machine learning.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics A simple framework for contrastive learning of visual representations // International conference on machine learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcdc4109-6c69-44d9-8fd5-d3a529bce054 · outbound

This paper cites Surgsora: Object-aware diffusion model for controllable surgical video generation // International Conference on Medical Image Computing and Computer-Assisted Intervention.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Surgsora: Object-aware diffusion model for controllable surgical video generation // International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf27006-67c4-4d1a-97b0-79cebd6d5e79 · outbound

This paper cites Wan-move: Motion-controllable video generation via latent trajectory guidance.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Wan-move: Motion-controllable video generation via latent trajectory guidance

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:19:31.464909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 258519c0-23d5-4edb-a1dd-a79f807ef060 · outbound

This paper cites Robotic surgery // Nature Reviews Bioengineering.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Robotic surgery // Nature Reviews Bioengineering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c38c5ec-42bf-45a6-948b-019a2589a3ac · outbound

This paper cites Self-Forcing++: Towards Minute-Scale High-Quality Video Generation.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Self-Forcing++: Towards Minute-Scale High-Quality Video Generation

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.461264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ce3b6bb9-8853-48fe-9b33-71379c28fc5c · outbound

This paper cites World Models.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics World Models

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:19:31.447988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b14ed335-aabb-4dae-b7a4-059f195bbee1 · outbound

This paper cites Dream to Control: Learning Behaviors by Latent Imagination.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Dream to Control: Learning Behaviors by Latent Imagination

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.438798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b1e44f9f-368a-455e-9a1d-a380a6103d5f · outbound

This paper cites Mastering Diverse Domains through World Models.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Mastering Diverse Domains through World Models

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.435808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 01a65085-fdff-40b6-881d-93324cecfd8f · outbound

This paper cites Momentum contrast for unsupervised visual representation learning // Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Momentum contrast for unsupervised visual representation learning // Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69c4bb22-6515-4b28-b08d-f883f43debe8 · outbound

This paper cites Matrix-game 2.0: An open-source real-time and streaming interactive world model.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Matrix-game 2.0: An open-source real-time and streaming interactive world model

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.419702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 912db7f1-ceed-434c-8f39-0f0d0ab6670b · outbound

This paper cites arXiv:2512.23162 (2025) 10 Authors Suppressed Due to Excessive Length.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics arXiv:2512.23162 (2025) 10 Authors Suppressed Due to Excessive Length

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:19:31.433134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0b26c64c-293c-43cb-a586-f73bd4da9d7b · outbound

This paper cites Streamingt2v: Consistent, dynamic, and extendable long video generation from text // Proceedings of the Computer Vision and Pattern Recognition Conference.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Streamingt2v: Consistent, dynamic, and extendable long video generation from text // Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9a8ee4b-8749-414f-b66f-38a38d44ff7e · outbound

This paper cites Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.429803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0df84c97-f946-4cc6-b641-cc1f67374ee5 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models // Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Vbench: Comprehensive benchmark suite for video generative models // Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 001dbbb7-5225-4c2e-866d-790a4550da17 · outbound

This paper cites Cotracker3: Simpler and better point tracking by pseudo-labelling real videos // Proceedings of the IEEE/CVF International Conference on Computer Vision.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Cotracker3: Simpler and better point tracking by pseudo-labelling real videos // Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4991cc7-7b51-4c31-84c8-7076114c95f3 · outbound

This paper cites Stable Video Infinity: Infinite-Length Video Generation with Error Recycling // International Conference on Learning Representations 2025 (ICLR 2025).

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Stable Video Infinity: Infinite-Length Video Generation with Error Recycling // International Conference on Learning Representations 2025 (ICLR 2025)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 237c4307-0efd-4d35-b76e-6a0e57280b77 · outbound

This paper cites Elucidating the Exposure Bias in Diffusion Models // 12th International Conference on Learning Representations, ICLR 2024.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Elucidating the Exposure Bias in Diffusion Models // 12th International Conference on Learning Representations, ICLR 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5edaf5d3-d122-4b66-889f-15bb49b2904e · outbound

This paper cites Cholectrack20: A multi-perspective tracking dataset for surgical tools // Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Cholectrack20: A multi-perspective tracking dataset for surgical tools // Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0edffbee-763b-4af5-a46d-ee22904c9241 · outbound

This paper cites Saw: Toward a surgical action world model via controllable and scalable video generation.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Saw: Toward a surgical action world model via controllable and scalable video generation

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:19:31.445185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 29f5458e-a6ef-448a-b6c2-19f1953453c7 · outbound

This paper cites General-purpose foundation models for increased autonomy in robot-assisted surgery // Nature Machine Intelligence.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics General-purpose foundation models for increased autonomy in robot-assisted surgery // Nature Machine Intelligence

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869b8bd4-ca2f-42bd-aaff-16534db861f1 · outbound

This paper cites Generalization in generation: A closer look at exposure bias // Proceedings of the 3rd Workshop on Neural Generation and Translation.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Generalization in generation: A closer look at exposure bias // Proceedings of the 3rd Workshop on Neural Generation and Translation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e17a6eb-bc4e-4d61-b0b7-422c40a325e9 · outbound

This paper cites History-Guided Video Diffusion // International Conference on Machine Learning.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics History-Guided Video Diffusion // International Conference on Machine Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 558b70f1-65e8-4b9a-85a1-b55b1dd4b622 · outbound

This paper cites WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.441930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8ed2884b-463f-406b-bcae-83f57c9edfe4 · outbound

This paper cites Towards Suturing World Models: Learning Predictive Models for Robotic Surgical Tasks.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Towards Suturing World Models: Learning Predictive Models for Robotic Surgical Tasks

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:19:31.422930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 86e21cba-39f1-41ac-a019-c41d5e77c7b4 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Wan: Open and Advanced Large-Scale Video Generative Models

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.454323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9b7de763-1d51-4a17-85e8-842e6386f9b5 · outbound

This paper cites Matrix-Game 3.0: Real-Time and Streaming Interactive World Model with Long-Horizon Memory.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Matrix-Game 3.0: Real-Time and Streaming Interactive World Model with Long-Horizon Memory

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.451120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 04000111-bb93-476d-8c54-cb4a4d5a7549 · outbound

This paper cites HunyuanVideo 1.5 Technical Report.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics HunyuanVideo 1.5 Technical Report

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.471412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fac5807e-d202-48e4-9490-22bea6181431 · outbound

This paper cites Medical World Model // Proceedings of the IEEE/CVF International Conference on Computer Vision.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Medical World Model // Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14875b8e-8c91-46a7-af3d-7b4dd663d737 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:19:31.474876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4c769c25-d994-431d-b6c9-5c39c5f4a278 · outbound

This paper cites Lvmin Zhang, Shengqu Cai, Muyang Li, Chong Zeng, Beijia Lu, Anyi Rao, Song Han, Gordon Wetzstein, and Maneesh Agrawala.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics Lvmin Zhang, Shengqu Cai, Muyang Li, Chong Zeng, Beijia Lu, Anyi Rao, Song Han, Gordon Wetzstein, and Maneesh Agrawala

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:19:31.426903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 333a8857-ff82-4201-9211-40a32770dc30 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric // Proceedings of the IEEE conference on computer vision and pattern recognition.

SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics The unreasonable effectiveness of deep features as a perceptual metric // Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-26T18:09:48.872541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ed53842b-5e5f-4dc1-8b3d-709d1e41b6a9 · inbound

CrossScope: A Role-Asymmetric World Model for Joint Dual-Scope Surgical Video Prediction cites this paper.

CrossScope: A Role-Asymmetric World Model for Joint Dual-Scope Surgical Video Prediction SurgVista: Long-Horizon Surgical World Modeling with Plausible Instrument-Tissue Dynamics

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T23:28:15.425218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.