Pith. sign in

Paper Citation Record · LEDGER

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

As of 23 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.376855Z digest=sha256:765c1f35707b9878b28470c7743c14ce1d6a6e626e6f21c46a2acf74605549a2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.380840Z digest=sha256:287699773156f6c6ffa16e353750041fdb291c94adb3d28bfaca5bec431b0680

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.419441Z digest=sha256:a03986bf196d72e08069448f9258f11787c117bdc90feba1eb37f2466b8875da

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.423058Z digest=sha256:c2dcc89e362f41bc009fa5c6f2f74b89c70617c1b43beac56a209b9fc5f6537a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.384680Z digest=sha256:4f0da216b45f67857b79dc5d58e1902bd817bb57379fe41245ddfe20c12c995f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.388445Z digest=sha256:46440f0fe9f0db10c1154d30e446fd9d0d0c7555e5140686d3c94bc4174e718b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.392243Z digest=sha256:4a5434f1c090fab145fd6907c88a60e061f44461783e1d0083f6985fbd4c2372

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.396625Z digest=sha256:91a128f65e0affcb45ec8b9a767276eaed4830173d348092e8f2a6c16cb71871

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.400492Z digest=sha256:9518e4415858169d68fd2a751bc238bb612ea5860455cc595401b9115c487e15

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.404256Z digest=sha256:8d19116c3b7a927384e5f57d74acc507533891868a229db8b5326f0baadb75db

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.408145Z digest=sha256:c4bb1b71a1488246bfd743e347e82aa443f9fdbfdf46806a94083c14c4ae050c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.411880Z digest=sha256:fa6153923cfa70027dcbc943053406b8e7d7f5d766db5af1d25614ce7f1bfe56

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.415544Z digest=sha256:cd18164829d5cb990740b6c28194600e4d899bee6cb69501e7818bb6247f5ad2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.427255Z digest=sha256:f8ab9fb8771331dd44766bc3553a98b516f17ba1de363388483bf69b52c0c3cb

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.430760Z digest=sha256:c0d760c3df0ba58c3195818facb09ae22e55108c40f2e98f1f6d959a1b7becaf

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.434553Z digest=sha256:07ffe62bb3e555311c378ec64ab7b6447390f4b5e47126d05d7b064adf690422

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.439965Z digest=sha256:f66e70455619fdca8ee0f26cc58e5280803542c825f24b1a773df02e0f125b61

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.444529Z digest=sha256:370f0f96bc94d85c45a6a09b703479942c2c2c76dc4c12d5369d3068aad4440a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.453911Z digest=sha256:9131a075d990ae03ad2a50ccb20cdc8fd8c86e20b4d796e0657078a28a912610

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.364054Z digest=sha256:a78f4f5c96d264f9dac26b974f6b4e648225c6450984d0ea06836757ee4512cd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T21:03:06.359134Z digest=sha256:937c81eaec6f9011866e0f231588e60949549f153630e09a6bebc9616aefdb6f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-29T12:24:18.025364Z digest=sha256:071c21b44a91177d41cb73cfbff8db1bfab8d3988ca19e085150b86600750150

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=sha256:0d9e6ac09f928debbc86267801b37e150e79180f388070231a910c634c60619a