Paper Citation Record · LEDGER

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2506.07232.

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

pith.paper-citation-record.v1
2506.07232 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:44:11.772540Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T18:15:08.727921Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T05:15:57.003770Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy6
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 764c0270-691c-42ad-850a-e0b841a06207 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:25.718274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cdff7a0-5648-4e28-8549-bf6c882d5ad4 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:23.425127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfc4e31b-aa37-4fcf-adad-3071b0ed0a17 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:23.149990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 88eaf22c-5732-4201-b125-1bd6871bbbd3 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:22.834428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc84ffce-ab40-4284-9130-9f856b8af6e1 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:22.543619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c945b0f-6d8a-4f77-8be4-ab2193fd4e0f · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:22.259804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9fa66859-10dd-41c5-808e-a1988a132fff · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:21.976777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8f067ee8-6a78-4d44-86ca-67378f77e409 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:21.729033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 183144a2-1170-442f-8c8a-7154021586fd · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:21.442974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d523431-9de7-4510-a8a1-4de3a119bb5f · outbound

This paper cites 2025.Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments 2025.Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:21.160421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07f7f529-61a0-44fa-8788-7bcc8a074a0f · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:20.819760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d65d8063-c646-4164-9300-cf8f6188db0a · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:20.458413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cb6bcebf-2e0e-454b-adfd-f25424499e4b · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:20.131878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2e0e8ef-d05c-49f6-b87c-1fb6fd315b08 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:19.811076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b61edab1-d825-41c1-b216-c0e06ec2e09c · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:19.505443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a9f0d7e9-1957-4ff5-9d9e-bc5d88cac071 · outbound

This paper cites 2024.Gpt-4o system card.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments 2024.Gpt-4o system card

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:19.215405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1aac1e82-e403-41c4-8e76-b75dabde3650 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:18.845649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 42ea8de4-8722-4627-ac4e-2fac4d072352 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:18.568912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 49e5a689-e1ee-439c-af5b-fd5a7553dc9f · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:18.280827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3485fabe-f7d8-4e77-aa3c-c182b3ce9105 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:17.936679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d06e695-a0d3-4c1d-bf36-da930ce0b9bc · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:17.629218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 061a235a-e58f-4b62-8a06-443055e39128 · outbound

This paper cites CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:44:08.988482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffa57021-f3ec-4dd5-8012-8dbcc5b0cf19 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:17.309452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ddf4c1f8-5ef7-4020-a3a0-2f7945e6461e · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:17.069382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e86b3602-6be4-4798-ace2-3e005521580c · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:16.798538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eab6ac32-3ae5-4501-8273-3b95dc655a22 · outbound

This paper cites 2016.A concise introduction to decentralized POMDPs.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments 2016.A concise introduction to decentralized POMDPs

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:16.554021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 94f4707b-f388-4717-8698-71854aacc54b · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:16.255506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1eb6e46e-233b-43c2-8f70-6840e4a7dd10 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:15.985874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2ad01c9-d6c9-4019-9cc6-91714b657327 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:15.366426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 67b3d645-042f-486e-b5d2-c2fc9c9c185f · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:15.056709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 452e95c5-2fa7-4f9e-a620-4cd68b85b79e · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:14.751316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 140996f7-3ad0-46ee-9159-d5f646cdbc44 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:14.472610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c5ac59b-802d-4185-82d0-40a16ee25e55 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:14.121320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ea02bef-bafe-4b2e-a878-a7f56d8d02be · outbound

This paper cites 2023.Llama: Open and efficient foundation language models.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments 2023.Llama: Open and efficient foundation language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:13.803215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7dfbaefc-91a6-4cc5-b3a1-774ff73f45c2 · outbound

This paper cites Embodied Task Planning with Large Language Models.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Embodied Task Planning with Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:44:10.933583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19d2b1d0-b48f-4285-91b5-cdc31a5257ae · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:13.557062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89bff84c-6139-4daf-9aa3-b6c0172d16c8 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:13.257242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e99a7a2f-73d1-4edd-b5ea-5ae4ba993cf0 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:12.935815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 44f8ded0-d172-4ee8-853c-34dc29176834 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:12.665314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 39eade14-1dec-4277-b208-57eaf9a20bc7 · outbound

This paper cites an unresolved cited work.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:44:12.386631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 92b43bf8-e1b3-4ea3-9970-566ac8adbc04 · outbound

This paper cites Hi, I’ll let you know if I find any goal objects and finish any subgoals, and ask for your help when necessary.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments Hi, I’ll let you know if I find any goal objects and finish any subgoals, and ask for your help when necessary

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:12.084175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffb59994-4985-441f-ab1b-b7367a815bf7 · outbound

This paper cites InAdvances in Neural Information Processing Systems, V ol.

Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments InAdvances in Neural Information Processing Systems, V ol

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:44:15.624754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation c8cc1d31-8210-4219-9707-a7afc1c1e7cf · inbound

RoboAgent: Chaining Basic Capabilities for Embodied Task Planning cites this paper.

RoboAgent: Chaining Basic Capabilities for Embodied Task Planning Learn as Individuals, Evolve as a Team: Multi-agent LLMs Adaptation in Embodied Environments

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:15:57.007254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.