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Paper Citation Record · LEDGER

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework

As of 25 July 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2605.03941.

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

pith.paper-citation-record.v1
2605.03941 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T18:50:29.408451Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-24T06:31:00.690269+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T22:42:31.529313Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T21:06:14.210099Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact1
  • verified fuzzy10
  • unresolved0
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 01ec426a-66a4-4a05-9bfd-6931a62e40e9 · outbound

This paper cites Nguyen, T.-M., Yuan, S., Cao, M., Lyu, Y ., Nguyen, T.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Nguyen, T.-M., Yuan, S., Cao, M., Lyu, Y ., Nguyen, T

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-08T18:54:02.003934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:c8541a6a9bbec6455ff00ccab59250e85c722567a20eeb5449aed0eceb6dd1d4

Observation 50215553-c424-47c6-bdd5-06c9d79f5285 · outbound

This paper cites an unresolved cited work.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Unresolved cited work

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.503187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:7e8885f2174aa3b6173011c318dfb2e4a251805cdd71008489d4bc89efc33b2a

Observation f9e9f35d-2eb5-4fa6-a512-07f3346b5100 · outbound

This paper cites - Example: ’Abandoned industrial courtyard with rusty pipes and overgrown grass’.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework - Example: ’Abandoned industrial courtyard with rusty pipes and overgrown grass’

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.495937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:7d40b0163b5670db01ffcd0fc4baf53f57e9c2c929aa2aa6950dce1e6095cb34

Observation 984b63d0-08cd-4c9d-9cbe-db42975ba186 · outbound

This paper cites - This should be the most representative word for the place.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework - This should be the most representative word for the place

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.480579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:503d59a1ef24bebccb80842cfabd535d78e6ebcb011ebff97af76a7975d27148

Observation 3ec93879-06d6-4dfa-996f-d92cb84791ed · outbound

This paper cites - Indoor: Lighting (Fluorescent, Dim, Natural).

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework - Indoor: Lighting (Fluorescent, Dim, Natural)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.477107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:ea0a517d7b6be06f7290c993d0fdb90ddefa2d028925d3389f2bab80b8e52a25

Observation 8ae248cc-b992-4127-9bf2-13e0184590f1 · outbound

This paper cites Environment_Type.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Environment_Type

Reference 6

Resolution
malformed identifier
raw_fallback, observed 2026-05-26T03:57:20.492412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:2e197864e6f0b030926a163dc4b27f8c798a7d641788b7d87d0fdcd1dc31e107

Observation 56a2c72d-da1d-49ff-aa1b-0fbcae4392eb · outbound

This paper cites We adopt the MUSIQ quality prediction model, leveraging its ability to perceive diverse resolutions and aspect ratios to score each frame in the video sequence.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework We adopt the MUSIQ quality prediction model, leveraging its ability to perceive diverse resolutions and aspect ratios to score each frame in the video sequence

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.499898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:cf7ec28104698ae2b306eb75384fee8ca0f357ea788370fdf8d5df80ff11c7ff

Observation a06ec6f1-dcd5-4e2a-8d35-9a0364f4fa4a · outbound

This paper cites We categorize pixel grayscales into three levels (dark, mid, bright) to construct a 3D brightness distribution vector vt = [pdark, pmid, pbright]⊤ for each frame.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework We categorize pixel grayscales into three levels (dark, mid, bright) to construct a 3D brightness distribution vector vt = [pdark, pmid, pbright]⊤ for each frame

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.493753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:dd11aa4ed0dfd5fe9d36c636bfb44d2c987bc0a0ee675e481ec54b258cfb519a

Observation af4808d4-c27c-4328-ba66-d178812f3451 · outbound

This paper cites The hue spectrum (0-179) is divided into 7 core intervals to construct a hue feature vector ht ∈R 7.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework The hue spectrum (0-179) is divided into 7 core intervals to construct a hue feature vector ht ∈R 7

Reference 9

Resolution
malformed identifier
raw_fallback, observed 2026-05-26T03:57:20.472375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:8f4f2d6d7cb59251dc245d83e85b11f529dfeef68037d2768135591aab0d414f

Observation 56fd40b0-762f-4a9d-ab74-33a5f3acf58e · outbound

This paper cites an unresolved cited work.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Unresolved cited work

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-05-26T03:57:20.488114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:af2e9747e9ae56c96119a13d2269dc639eec0b7271a131deee900643c7b0e234

Observation 76290972-f3ad-4201-9b8f-073b4e3e4ba2 · outbound

This paper cites We adopt a sampling-reconstruction paradigm: discard the odd frames in the generated video and use the interpolation model to reconstruct them.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework We adopt a sampling-reconstruction paradigm: discard the odd frames in the generated video and use the interpolation model to reconstruct them

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.476783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:260d43c78d13171661d2f34d5b8176422b17d6dae009926bd68473282169dc92

Observation 554aa2e2-e487-4206-a9bc-50ed2cde1aac · outbound

This paper cites The evaluation includes two stages: trajectory alignment and accuracy calculation.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework The evaluation includes two stages: trajectory alignment and accuracy calculation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.472625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:5b1e8ae5d1174d96bd303c5dd15b3fe14d1f8a25e10f20055179810d88ccc9fe

Observation 55cace90-20e9-4f02-9f72-47119db87207 · outbound

This paper cites Unlike STrajectory which relies on third-party estimators, this metric directly uses the system-built precise extrinsic sequence Egt as the benchmark.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Unlike STrajectory which relies on third-party estimators, this metric directly uses the system-built precise extrinsic sequence Egt as the benchmark

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.485101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:561fafa8936362b1daa3f476a502a87883a98d764113df5f97e2dd8b92d66cf8

Observation d823124c-aef6-4207-b0e1-60ceb9228805 · outbound

This paper cites an unresolved cited work.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework Unresolved cited work

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T03:57:20.480908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:14e214fccd8410bc11fa95f2b618ec9bdb3ca05aee3ed8bbdf6bc6a8e30634d3

Observation 463a2a7e-9b3e-4c78-9020-25790f5cd0a9 · outbound

This paper cites ViPE is used to extract the camera extrinsic parameters of each frame, resulting in a sequence {Et}T t=1, where Et ∈R 12 represents the reshaped extrinsic matrix.

iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework ViPE is used to extract the camera extrinsic parameters of each frame, resulting in a sequence {Et}T t=1, where Et ∈R 12 represents the reshaped extrinsic matrix

Reference 15

Resolution
malformed identifier
arxiv_id, observed 2026-05-09T06:10:41.489606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-08T18:50:29.408451Z digest=sha256:ccfaf21127701b02a2b90ac8288de6384abc21e790f7d0d12254ca7b215e0852

Pith citing papers

Observation 7f78fa28-7a3f-430e-a2a4-9ec0bd4644f6 · inbound

Towards Interactive Video World Modeling: Frontiers, Challenges, Benchmarks, and Future Trends cites this paper.

Towards Interactive Video World Modeling: Frontiers, Challenges, Benchmarks, and Future Trends iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework

Reference 144

Resolution
verified exact
local_arxiv, observed 2026-07-01T21:06:14.211371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-06-28T17:29:18.513507Z digest=sha256:81523ea66ed1aba78dfcc0305632a3329328fd2b7f74dfe5daff83cb4d2de363

Observation 02da2ea4-04f5-4372-963f-84cddfcd05a9 · inbound

Worldscape-MoE: A Unified Mixture-of-Experts World Model for Scalable Heterogeneous Action Control cites this paper.

Worldscape-MoE: A Unified Mixture-of-Experts World Model for Scalable Heterogeneous Action Control iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-11T22:42:31.529313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T22:42:31.529313Z digest=sha256:3f617ce96721a019e1af6a00de8cbfb901842f3c8d29c637f9844b2f816c0ee2