Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T03:09:26.256999Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 3 inbound Pith citation observations for arXiv:2502.10148.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T03:09:26.256999Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T00:17:18.726467Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-19T16:52:40.015840Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f7df0acd-b341-4f33-a57e-01a9df2456dd · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination In: Zong, C., Xia, F., Li, W., Navigli, R
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a4200bfa-0c1c-4be1-917e-77387fddbed6 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach
Reference 2
Source-reported events for the cited work
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Observation 1c490786-578e-4f5e-b866-85b987a7465b · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination 10610948
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 37529fed-fcec-40ad-8c21-2698c2a3133b · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination LLaMAR: Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5b5dce89-91d8-42df-a00e-14148403362b · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Building llm-based AI agents in social virtual reality
Reference 5
Source-reported events for the cited work
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Observation 36c84895-2dbd-4b6b-a2bf-6b4e098d1f25 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 6
Source-reported events for the cited work
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Observation d79b3ae6-d343-4471-9ce7-3875aae65297 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 7
Source-reported events for the cited work
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Observation f2fab549-7a6c-4814-9661-86b393b714a0 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ec262729-a95c-4c3a-b7c8-08e530890a76 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 9
Source-reported events for the cited work
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Observation 1a33e303-a278-4262-a55e-096fc084d20f · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e08ef88d-8073-44a6-ab39-d9f927de1d86 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 23c9be18-e9b2-466b-bbdd-45b7e0037b39 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination [Enemy/Ally] #[target_id]
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 52cfe42d-c421-4780-bc64-9c6626083593 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Location: [direction]
Reference 13
Source-reported events for the cited work
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Observation 3c53f4b2-f28c-4e7f-853a-cb669659997c · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 14
Source-reported events for the cited work
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Observation 5d0ee617-f5b4-454e-aad7-4e5c025ea640 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a64e08b0-c239-4b9f-88c5-824dc536aa3b · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 16
Source-reported events for the cited work
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Observation 8f899f62-a701-49cc-95a1-7c87eda1916d · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 27eea0e3-5318-4879-8b63-ca6dc5362e54 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d056c69c-36db-4dac-a41a-0b28f9a60349 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 19
Source-reported events for the cited work
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Observation 98dbc2cf-530c-4e3e-ace5-1fe4babc80ce · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6489af0a-6627-432e-b5d0-25f7fb755656 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination defeat all enemy units
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5b74632f-a4c8-4f1f-a459-da24606737ea · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 22
Source-reported events for the cited work
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Observation c51f24c6-6661-4748-95aa-e4fa9d875fb7 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Adjust [scoring weight/multiplier/threshold] to [specific combat calculation] based on [unit composi- tion + battle state] where [precise condition]
Reference 23
Source-reported events for the cited work
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Observation dc2ca266-f365-496d-845b-535823cabf6d · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation aa8f7387-d75a-4036-a15b-4bced3a77681 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation ab0ab649-2083-44de-baf5-0b697e481e83 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 26
Source-reported events for the cited work
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Observation fb418e4f-446a-49c7-9a3f-44337ea835c9 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 27
Source-reported events for the cited work
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Observation c2834076-b75a-4680-bd06-95c80cdc910d · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ffd3b42f-0e81-4cb9-9f1b-dbb5e9bc6abd · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Identify critical function for improvement (choose ONE Prioritize score_target(unit))
Reference 29
Source-reported events for the cited work
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Observation ca213578-7623-49ec-90d9-fa5b14b1c749 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination (Preferred)
Reference 30
Source-reported events for the cited work
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Observation 1df82730-d986-4da4-a970-ee3363da30bc · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Skill_generation: If there is no enemies, only output ’null’
Reference 31
Source-reported events for the cited work
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Observation 22e0b93c-4a23-423c-b2bf-54d024c55a39 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 32
Source-reported events for the cited work
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Observation 31f89720-9640-4e00-85f9-8b96fa52d992 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation d3941e6a-ba58-4d35-858e-9cc3181c9ad4 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 34
Source-reported events for the cited work
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Observation e18040e7-d973-4a95-ab69-c85231b9abab · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 35
Source-reported events for the cited work
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Observation 226631fa-f571-4ca4-b104-553bcb0cce33 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 36
Source-reported events for the cited work
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Observation 3032268c-58d6-47e8-81a9-5ee9f9a30c1f · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 37
Source-reported events for the cited work
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Observation b8ee86eb-24b1-499e-8532-5d0d2eeac4d8 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination obs: str
Reference 38
Source-reported events for the cited work
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Observation ba1ea00e-6a2d-4381-abe1-f34d390c13d4 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 39
Source-reported events for the cited work
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Observation 076775f4-6bc6-42ab-aef5-4beabed5e6bc · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation 1ef265c0-337c-4372-951a-0239bc2f92aa · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Unresolved cited work
Reference 41
Source-reported events for the cited work
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Observation 70d04867-94b5-4607-a8ea-4e902c8a2e64 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination ‘ 24 1 def r a c e _ m e l e e _ r a n g e d _ m e d i v a c _ n a v i _ A _ s t a r _ s c o r e _ t y p e _ d e f a u l t _ c e n t e r ( obs : str ) : 2
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cc40e8fc-e0b7-46e4-ab1a-f435ab2450f4 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination o w n _ p o s i t i o n [0]) * 32 / obs_data
Reference 43
Source-reported events for the cited work
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Observation a6f2e433-f576-4f42-8578-f8e6c993e76e · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the abstract and introduction do not include the claims made in the paper
Reference 44
Source-reported events for the cited work
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Observation f88fb964-cf27-499f-b97a-c399a2c0b2a6 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Limitations
Reference 45
Source-reported events for the cited work
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Observation 5376a7be-c6e6-470f-9eb2-8b1472fbdb1c · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not include theoretical results
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 086f7fd4-70ec-491c-b9fe-93dfe55b9f9d · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination We also provide the code as supplementary material
Reference 47
Source-reported events for the cited work
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Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that paper does not include experiments requiring code
Reference 48
Source-reported events for the cited work
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Observation 28bf99f7-cb40-4b6a-ac60-b7a356cf5fab · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not include experiments
Reference 49
Source-reported events for the cited work
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Observation bfca475a-e401-49e5-a0bc-a5cc544210bc · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not include experiments
Reference 50
Source-reported events for the cited work
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Observation cfd0d0be-bee7-47c2-89f2-dcb73d68aa27 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not include experiments
Reference 51
Source-reported events for the cited work
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Reference 52
Source-reported events for the cited work
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Observation 781bfdd3-851c-4228-8607-c1ef17d863bf · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that there is no societal impact of the work performed
Reference 53
Source-reported events for the cited work
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Observation 18e8165c-66b1-4fa9-b406-bbcd152ea214 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper poses no such risks
Reference 54
Source-reported events for the cited work
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Observation b92b467a-7d83-4ac1-85cd-ef538c17145b · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not use existing assets
Reference 55
Source-reported events for the cited work
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Observation 9869457a-6619-4de8-ab3d-10bf192a312a · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not release new assets
Reference 56
Source-reported events for the cited work
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Observation a788895e-e0ce-4c0b-8fd5-ffb92e7824e9 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects
Reference 57
Source-reported events for the cited work
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Observation 60c09240-0a81-418b-a816-6344d33d942c · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects
Reference 58
Source-reported events for the cited work
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Observation 69b915da-7ce2-406c-80ce-acb3d9dacf59 · outbound
Closed-Loop Vision-Language Planning for Multi-Agent Coordination Answer: [Yes] Justification: The use of LLMs in implementing the method is described in the paper
Reference 59
Source-reported events for the cited work
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Observation bc8909b0-a6ca-421e-8c25-109d74fb7ee4 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Closed-Loop Vision-Language Planning for Multi-Agent Coordination
Reference 281
Source-reported events for the cited work
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Observation 8eecdb12-3599-4f47-92e3-3c8d9b0f4663 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Closed-Loop Vision-Language Planning for Multi-Agent Coordination
Reference 282
Source-reported events for the cited work
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Observation 0576f503-603f-4e3f-8182-8163a01bb468 · inbound
Training Small LLMs as Spatial Multi-Agent Policies Closed-Loop Vision-Language Planning for Multi-Agent Coordination
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.