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Paper Citation Record · LEDGER

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation

As of 20 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 3 inbound Pith citation observations for arXiv:2501.06605.

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

pith.paper-citation-record.v1
2501.06605 v3

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:03:06.453911Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:28:58.085261Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T12:33:25.110632Z

Reference resolution

23 of 23 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb476c93-7f39-4032-9d57-4ef03cc16b15 · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T21:03:06.367914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:03:06.367914Z digest=sha256:ca5ba5905aaae17a1ce8f369176ddabcbaa9eaf0644c0101a36f9d7ead16e13d

Observation e6a134b2-1775-4f56-9a12-3f53380b3653 · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.754412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.376855Z digest=sha256:63ec9e6f6c2cc93d1df3d1c697ccfacbddbe4e29f95092090f01a463854f0ba5

Observation 7620438e-d507-47fb-a178-c6e1fa84d26d · outbound

This paper cites Box open reward: {box_open_reward}.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Box open reward: {box_open_reward}

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.743569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.380840Z digest=sha256:a452ec28488a687cb1ece26280925264f9a35ca860aab5e391f21f5c1923e901

Observation 5a38a3f7-b801-4322-b014-5a421d27b1db · outbound

This paper cites Context-Aware Language Modeling for Goal-Oriented Dialogue Systems.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Context-Aware Language Modeling for Goal-Oriented Dialogue Systems

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T21:03:06.372198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:03:06.372198Z digest=sha256:8cd66481ba482b70c0363a4d7e63529a0b5ce32481f47b62262b05d058feeb2d

Observation 42a0427a-9b5f-4291-acf0-c17d95f7444a · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.626692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.419441Z digest=sha256:044c63562dc0ed77df6724a12db4a613d490e0e858ea7c0511c7a004736313a5

Observation 2f28e191-e18c-4a04-9c79-d7e8a2fc362a · outbound

This paper cites take shoes out of the box.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation take shoes out of the box

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.614741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.423058Z digest=sha256:8e93679b1fc9baca8cbb030e66f305598564ca796ebe4db97e1260f722b39810

Observation 915fa5d9-a0a0-4a98-a880-100a43f7dddc · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.732877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.384680Z digest=sha256:1aef9ce0145608faba7d7b7a9570bd0c155697384b78c3adc64f996acd3019ad

Observation 1b3bebbd-37db-4991-af4d-d90447e77fa9 · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.721042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.388445Z digest=sha256:56868e1da4f5c314661ea233cdbae237453625a03bee6c213bb83e7cda91efa2

Observation ccf6fedb-b0ac-41a6-9863-3405e819b4fd · outbound

This paper cites total_reward += 5.0.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation total_reward += 5.0

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.710016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.392243Z digest=sha256:c3f71791586c83ec1008b0697e593741a6813649e0b03f4617227b49b064f870

Observation 70f1260d-e7e2-43d1-bc1d-ed6a89e441e2 · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.698836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.396625Z digest=sha256:fd199913f625826b179b0dffcb0873f8260c43c550768bf0f2bf93d0494e6321

Observation b730c6ed-07a4-4bfc-b6ba-5f72681952bd · outbound

This paper cites Rules Multi-stage Plan Descriptor.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Rules Multi-stage Plan Descriptor

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.687178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.400492Z digest=sha256:1841cd1c8ce80e33a5eaa0c49e809b5fd8c683a3fb268351e97581c82e8aa621

Observation b5bc0b74-6262-47f3-885e-f195d9f0290c · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.676694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.404256Z digest=sha256:7697214f720d6df0b10ba71cb8f36db8f1e5a6eeba3d16c6bfa8a727e431d026

Observation 649ef69d-0cfd-44d9-a152-ba3fef7db68d · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.665490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.408145Z digest=sha256:ab24cd8bfe9c58fb833dbc9e8c03a0a6a613cb02085b8a914fc1b83c3277ea3a

Observation 389e3b28-a507-4721-84b8-cdc9b77b98d0 · outbound

This paper cites Place shoe1 on the table and confirm its placement.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Place shoe1 on the table and confirm its placement

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.652009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.411880Z digest=sha256:57c63be06a32c7eb29d40fba0e51fef981c6c0e9ae546c6b77b9056090b2dfc3

Observation 3a7114f6-e91e-4efd-964b-648ff39d6a46 · outbound

This paper cites Place shoe2 on the table and confirm its placement.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Place shoe2 on the table and confirm its placement

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.639139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.415544Z digest=sha256:f36475386cd3154b83bb6bdb423ce02de4e071c36ef4aa95521e910eae04e0ad

Observation 23bf9b89-79ad-4e6f-bf0b-48728163cafa · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.603496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.427255Z digest=sha256:aa17a8db5e8ef51b4812de8b4fa0c843eff084c467fac7f4e5956c20f7c930d5

Observation a127da98-d180-4412-b60d-f5b5193e76a0 · outbound

This paper cites Confirm the box is open.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Confirm the box is open

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.591606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.430760Z digest=sha256:8a4890bd9f4f7d84a0958720bc5c51ef5847cd4bf969943e065698aba2fd377e

Observation 68893ffe-6f60-439d-83ce-4cc730d253b1 · outbound

This paper cites Confirm shoe1 is on the table.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Confirm shoe1 is on the table

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.578555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.434553Z digest=sha256:73b1b5cc688e24584c3f450f177b85a3c8bbcf8e7c063b5e483302549764d6af

Observation f7f674bc-3db9-4002-8c28-a6e6e00ba45c · outbound

This paper cites Confirm shoe2 is on the table.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Confirm shoe2 is on the table

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.566102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.439965Z digest=sha256:f49d3e3fbcceb4ce00d4b8eef7fef384cb2f56607463037a85c70c956418e380

Observation 94319396-5137-487e-b69a-4c9f0f6ae5f5 · outbound

This paper cites an unresolved cited work.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:03:06.552297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.444529Z digest=sha256:ccbc062e36587c019142228eb24f888ea6a8eca118de8a8392694904dabe61dc

Observation c71b5528-4a0f-46de-926f-6ecfc461f5ff · outbound

This paper cites take shoes out of the box.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation take shoes out of the box

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.539194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.453911Z digest=sha256:87dddbdbe216edb111c4c1aeb9cc94929b2baebeea68ea42fad3e22dcae8349b

Observation e2d70294-0a6c-4400-a801-750406dd41cc · outbound

This paper cites Dex-net 1.0: A cloud-based network of 3d objects for robust grasp planning using a multi-armed bandit model with correlated rewards.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation Dex-net 1.0: A cloud-based network of 3d objects for robust grasp planning using a multi-armed bandit model with correlated rewards

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:03:06.765561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.364054Z digest=sha256:562b0ec41100803913996a71537bf0f5a75d36c4e707fe6cafdcea1fa54572af

Observation 63c23483-0203-4910-ab7d-87d0a8a67a6c · outbound

This paper cites GravMAD: Grounded Spatial Value Maps Guided Action Diffusion for Generalized 3D Manipulation.

RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation GravMAD: Grounded Spatial Value Maps Guided Action Diffusion for Generalized 3D Manipulation

Reference 4622

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T21:03:06.524738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T21:03:06.359134Z digest=sha256:0518e3bb9e768d74e26257c7715b2441913bfb862fa59c166a8352145ee6227f

Pith citing papers

Observation fa18ef56-4764-45e3-a070-55741cc1cef1 · inbound

A Comprehensive Survey on World Models for Embodied AI cites this paper.

A Comprehensive Survey on World Models for Embodied AI RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation

Reference 132

Resolution
unresolved
no resolver link, observed 2026-08-04T09:12:45.157702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:12:45.157702Z digest=sha256:060c300735c8d7c9784144218ea057d8d15babf51dbf26ca8da3a80b4d1b1769

Observation dfa04ae0-f0db-4533-b741-2be544f762ad · inbound

World Models for Robotic Manipulation: A Survey cites this paper.

World Models for Robotic Manipulation: A Survey RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation

Reference 85

Resolution
verified exact
arxiv_id, observed 2026-06-29T12:33:25.112129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T12:24:18.025364Z digest=sha256:c7d11849a91c76cc65704267f3603929e6fcb7f8fee9e270caf9abf83fa05452

Observation 95221821-878f-4cb2-8a39-0cf7709fe922 · inbound

GORDON: Graph-based Object-centric Rewards for Decomposition of Long-Horizon Manipulation cites this paper.

GORDON: Graph-based Object-centric Rewards for Decomposition of Long-Horizon Manipulation RoboHorizon: An LLM-Assisted Multi-View World Model for Long-Horizon Robotic Manipulation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T13:28:58.085261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:28:58.085261Z digest=sha256:7716ffe5a159f50fa04147f48b2064931eed9e19019bfc3446215bf3245ea241