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Paper Citation Record · LEDGER

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts

As of 21 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2608.06770.

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

pith.paper-citation-record.v1
2608.06770 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:35:01.921193Z

measured 24 of 24 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

24 of 24 outbound references displayed

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  • verified fuzzy11
  • unresolved13
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5fabb7c7-a3d5-4b02-b1cb-99d45d52f014 · outbound

This paper cites Video generation models as world simulators,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Video generation models as world simulators,

Reference 1

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Unavailable: canonical work link unavailable.

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Observation 45e9a761-ba94-44ef-8a47-c97bcc25cda1 · outbound

This paper cites WorldSimBench: Towards Video Generation Models as World Simulators.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts WorldSimBench: Towards Video Generation Models as World Simulators

Reference 2

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source=pdf_text observed=2026-08-15T14:35:01.825588Z digest=sha256:1c45f2375e3173ce01fe1defad7e7dd7e42c0deacb3a104a085ff5b907981431

Observation 4e8ec35b-80ae-4f9d-8c6f-bb5e2e30f1d9 · outbound

This paper cites Surgical vision world model,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Surgical vision world model,

Reference 3

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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.

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Observation 1db23125-c2ae-4925-b606-50e53b10714f · outbound

This paper cites Cosmos-h-surgical: Learning surgical robot policies from videos via world modeling,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Cosmos-h-surgical: Learning surgical robot policies from videos via world modeling,

Reference 4

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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.

source=pdf_text observed=2026-08-15T14:35:01.835767Z digest=sha256:4ddb9793c8c92cfd4d15c157be29a16e7bc482209fcd9457d618b5cb86dc44fd

Observation de914f59-b8b5-4e39-b485-eb43904a4adb · outbound

This paper cites Sim-to-real transfer for visual rein- forcement learning of deformable object manipulation for robot-assisted surgery,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Sim-to-real transfer for visual rein- forcement learning of deformable object manipulation for robot-assisted surgery,

Reference 5

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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.

source=pdf_text observed=2026-08-15T14:35:01.844290Z digest=sha256:274e04e00b6f984fd7e16784adb6f8f849ab3f4838c6aaf64d35927fdf261598

Observation 1185d080-3117-469f-85cc-cc56a6732e9b · outbound

This paper cites How far are surgeons from surgical world models? a pilot study on zero-shot surgical video generation with expert assessment,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts How far are surgeons from surgical world models? a pilot study on zero-shot surgical video generation with expert assessment,

Reference 6

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source=pdf_text observed=2026-08-15T14:35:01.848237Z digest=sha256:b67ebef481496ec0142e2c9a3a849634223bfe5b067555311a5e810d4b9333b4

Observation ec778e31-e5e8-4585-862c-1d5836ece56a · outbound

This paper cites Endora: Video generation models as endoscopy simulators,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Endora: Video generation models as endoscopy simulators,

Reference 7

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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.

source=pdf_text observed=2026-08-15T14:35:01.852317Z digest=sha256:cfff560a6825ed4a6e8965ba57d320425a9f6c2fb33017e922e7a4c7dc9753ec

Observation 6394393f-8ef7-4548-8a47-099e76218bb5 · outbound

This paper cites Surgsora: Object-aware diffusion model for controllable surgical video genera- tion,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Surgsora: Object-aware diffusion model for controllable surgical video genera- tion,

Reference 8

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T14:35:01.856549Z digest=sha256:f8eb1fb3cd770446c9d549028fac325783484345a400cc6616fae173bf9b3264

Observation 915284de-5c04-429b-b56f-5bb4af9fc3f3 · outbound

This paper cites Hierasurg: Hierarchy-aware diffusion model for surgical video generation,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Hierasurg: Hierarchy-aware diffusion model for surgical video generation,

Reference 9

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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.

source=pdf_text observed=2026-08-15T14:35:01.860223Z digest=sha256:e814e2829777ae75058d3e91c437a20c6d484759fb3de763e073782da64c28dc

Observation 981aebb7-8141-4ea8-8b11-fe6de8b149ae · outbound

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

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Saw: Toward a surgical action world model via controllable and scalable video generation,

Reference 10

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source=pdf_text observed=2026-08-15T14:35:01.864356Z digest=sha256:3bdc0580e2e383e7699dc6f29e013c74711fc3eb786dc4e3e6c5485ad991d53f

Observation 51d0ccd4-7dbf-4375-8d57-d9cb7a7468f8 · outbound

This paper cites World Simulation with Video Foundation Models for Physical AI.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts World Simulation with Video Foundation Models for Physical AI

Reference 11

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source=pdf_text observed=2026-08-15T14:35:01.868856Z digest=sha256:ecc8c63c678d2dfa40a193ff811f21d872155590b775fab47fbf5b4675d719cb

Observation a4d17739-1d90-4388-bb1d-b2d41801b48b · outbound

This paper cites LTX-Video: Realtime Video Latent Diffusion.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts LTX-Video: Realtime Video Latent Diffusion

Reference 12

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source=pdf_text observed=2026-08-15T14:35:01.875374Z digest=sha256:c17a24ebc23cafc5d8bd76013eca9d5d1a05eb0306fd57b43b9b2fe9ce38bdde

Observation f109a10c-30f9-440a-a9a0-8897db75bf31 · outbound

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

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Wan: Open and Advanced Large-Scale Video Generative Models

Reference 13

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source=pdf_text observed=2026-08-15T14:35:01.879909Z digest=sha256:312dd046a5c6f1341404c97535bdd148da24ce78ff590a3d36b4d3e3b7dbe299

Observation e935b141-c45e-462c-8205-0aee29f2e6f6 · outbound

This paper cites Adding conditional control to text-to-image diffusion models,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Adding conditional control to text-to-image diffusion models,

Reference 14

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source=pdf_text observed=2026-08-15T14:35:01.884333Z digest=sha256:cf9251c3925a126904563b9cab30a8f0656b12b85985642e6a9bfd14cc305f22

Observation 822f5643-400d-4248-b60a-850bfcda19e5 · outbound

This paper cites Vace: All- in-one video creation and editing,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Vace: All- in-one video creation and editing,

Reference 15

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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.

source=pdf_text observed=2026-08-15T14:35:01.888453Z digest=sha256:3ebae208883c83bbabc15aeb025d4672a4a6e7968d1ea41b44c6756773a61b61

Observation a50f80a9-79d7-4067-81b2-ea7e88764660 · outbound

This paper cites Future frame prediction for robot-assisted surgery,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Future frame prediction for robot-assisted surgery,

Reference 16

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raw_fallback, observed 2026-08-15T14:35:02.350315Z

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.

source=pdf_text observed=2026-08-15T14:35:01.892536Z digest=sha256:9398332d13935b2806be5615c4d13236208704c7aac7ec2df487c93aaa2db07d

Observation bbd0f11e-3c03-4a6b-be65-94a979179141 · outbound

This paper cites SurGen: Text-Guided Diffusion Model for Surgical Video Generation.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts SurGen: Text-Guided Diffusion Model for Surgical Video Generation

Reference 17

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source=pdf_text observed=2026-08-15T14:35:01.896278Z digest=sha256:9d1d17b862e6b52672b99779867b0ae9b9985407ab8d6e0adb252a7c5396a7ff

Observation a0b4df12-2c49-46a8-9d77-70e681a37d1e · outbound

This paper cites Ophora: a large-scale data-driven text-guided ophthalmic sur- gical video generation model,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Ophora: a large-scale data-driven text-guided ophthalmic sur- gical video generation model,

Reference 18

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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.

source=pdf_text observed=2026-08-15T14:35:01.900471Z digest=sha256:3c64a7ca5dc66c87c194f11b085f3bddee2aaa09efc49790eaf0f10f6b91d3b5

Observation efcdad80-e250-4024-99e3-b331d72def23 · outbound

This paper cites Waft: Warping-alone field transforms for optical flow,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Waft: Warping-alone field transforms for optical flow,

Reference 19

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source=pdf_text observed=2026-08-15T14:35:01.905245Z digest=sha256:78da145ada8f3612f93c81cd4ef312c73439d8e8c0e57c50f3744c7c535c6a83

Observation 66bdde7e-fcfc-450b-a6da-05475b13a45c · outbound

This paper cites Sam 2: Segment anything in images and videos,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Sam 2: Segment anything in images and videos,

Reference 20

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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.

source=pdf_text observed=2026-08-15T14:35:01.909490Z digest=sha256:8d8a53f12703177a65bc268ec94e6faacfb80bb3a8235de8729a3d25c44bf797

Observation 6193e2a2-301d-4a5e-9fe2-73305c6376e1 · outbound

This paper cites Depth Anything 3: Recovering the Visual Space from Any Views.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Depth Anything 3: Recovering the Visual Space from Any Views

Reference 21

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source=pdf_text observed=2026-08-15T14:35:01.913292Z digest=sha256:16f6428244ae98b20e5f1098e9bd8f1d08d5deccd172c238d928b79b67e3099f

Observation ac75a723-c082-4715-b2ee-9f536c328c31 · outbound

This paper cites Holistically-nested edge detection,.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Holistically-nested edge detection,

Reference 22

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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.

source=pdf_text observed=2026-08-15T14:35:01.917395Z digest=sha256:6d26e3d1ba692b1d4b86a6918fa07ae00d8ccf3bd6704704eb146291769d8a18

Observation 224c9b46-35bb-4a1b-a8e6-dc9440f9fa36 · outbound

This paper cites Cosmos-Transfer1: Conditional World Generation with Adaptive Multimodal Control.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Cosmos-Transfer1: Conditional World Generation with Adaptive Multimodal Control

Reference 23

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source=pdf_text observed=2026-08-15T14:35:01.921193Z digest=sha256:8e7d1121f52da5e2b0c51c7681aef947e4135370091142b1a8b52dc769720c11

Observation 09fa997c-2792-44cd-b1e9-d1fc5bafeeaa · outbound

This paper cites Available: https://arxiv.org/abs/2512.23162.

Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts Available: https://arxiv.org/abs/2512.23162

Reference 2026

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source=pdf_text observed=2026-08-15T14:35:01.840168Z digest=sha256:279f5d036bc683bc9323cd4c2eb93f93c22b3e3744aeb02558818b3535a64664

Pith citing papers

No inbound Pith citation observations are available.