Pith. sign in

Paper Citation Record · LEDGER

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 3 inbound Pith citation observations for arXiv:2505.13729.

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

pith.paper-citation-record.v1
2505.13729 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:13:45.412214Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:25:39.546406Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:18:44.227844Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6ea36f4-7175-433a-ae8a-bca748d32b33 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:46.961940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.685971Z digest=sha256:6201d11581707913781e8f826cf9c2452a298172924568c6fa55609d4baa89ca

Observation fa6ca012-e766-4cd2-873c-680340fdd347 · outbound

This paper cites Shorinwa, T.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Shorinwa, T

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.877673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.734712Z digest=sha256:53b5d4b3397a490931ee2082c19fa69ffa503379329d2a1f6d8f4165eba8f009

Observation 26828bcf-56b6-454d-bdcd-b2873a8094bf · outbound

This paper cites Rajvanshi, K.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Rajvanshi, K

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.822446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.739917Z digest=sha256:f4d0b81b73a61fb9d8b106d5d88f90c142a5e88cb51a37b146d2dc88734ae016

Observation 94e2b672-0663-4dd9-b7d7-e8879b484288 · outbound

This paper cites Rana1, J.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Rana1, J

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.651312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.841806Z digest=sha256:10680d9bba659038cea0a22e3ede8f9097c08aaa578e08e9f2aa69e75bf82dcb

Observation 4290f5ae-ff75-424b-9ea4-c983ddd6e5bc · outbound

This paper cites Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T20:13:44.847328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:13:44.847328Z digest=sha256:4e053c964db0bd79d40e131823175e7fab920d13b45f2860893bb5b6982d5de9

Observation 2643829e-2f79-4a48-bc74-02937ebe2ad5 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:46.608250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.853037Z digest=sha256:579e0aecda826a5cb563299290b1bb93166f9e815e4167b628df630ad2325c1b

Observation d38d4812-52df-4476-93d2-2f1c9b96f98f · outbound

This paper cites Deitke, E.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Deitke, E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.471195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.930771Z digest=sha256:6752952b01a788dc5ba027ead17d19557f54b8465b60725d21397da47b643e4f

Observation fa2b4168-30b1-4071-9fe9-53bdc87805f2 · outbound

This paper cites Gireesh, A.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Gireesh, A

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.456697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.936067Z digest=sha256:cb8a54132b7106a8d74a7cd6d3e7f2d4c53d54472c56a938bfc43a76571916ed

Observation cd5e1c90-601e-422e-a049-d3ed054aeec1 · outbound

This paper cites Wijmans, A.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Wijmans, A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.344028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.939937Z digest=sha256:2f38fb4ab4c50cc62d732a42066e42307a20bbaf30a9da1e83991410841c800c

Observation 9e4209e2-01f5-44ae-bf95-adb9861ba6c3 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:46.317188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:44.944065Z digest=sha256:5e0187727793aaa4ff02a5643b1db187341bf052b892945246307183cc2ce234

Observation b9be8747-d3b0-4348-9cf6-687928ae7d57 · outbound

This paper cites Open-Architecture End-to-End System for Real-World Autonomous Robot Navigation.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Open-Architecture End-to-End System for Real-World Autonomous Robot Navigation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T20:13:45.042327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:13:45.042327Z digest=sha256:da868bc6095ae0a4baa1d994f33da6b34223d0339ede8139404db4aa88278fee

Observation ab15fa7a-5714-455f-aacc-bc09a2f56c54 · outbound

This paper cites UniGoal: Towards Universal Zero-shot Goal-oriented Navigation.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation UniGoal: Towards Universal Zero-shot Goal-oriented Navigation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T20:13:45.086146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:13:45.086146Z digest=sha256:878894df388edfbd5550eecf5f289b1e6ab02e9d74fc0c05f2ceb3067f0ce33f

Observation 28990520-40af-40b2-a1b5-db1d840ff5f5 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:46.229588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.090517Z digest=sha256:9eaefa4ca191444095882766393a3028ae37dfc42012f0bf3fc0f21fafc4186e

Observation 8c4d1845-da99-4a99-a002-e9d1a3b4fbc6 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:46.217503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.120532Z digest=sha256:053afab05c8a2f412c03246022fef853599ad931eba5613b942dbe6aca7cce2e

Observation caa9d22d-45d0-4a73-b00e-bc0f62871ed3 · outbound

This paper cites Brown, B.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Brown, B

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.154539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.169182Z digest=sha256:7fb7c00a74e17e494fed8885f22ecc36ea89048ef48d3a097832fa15d0e58858

Observation 9d76d49a-030c-4b41-bcbb-913ac0cc1355 · outbound

This paper cites Ouyang, J.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Ouyang, J

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:46.046558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.174026Z digest=sha256:c88b6aca77d1f585ee6b0937d3d96bd2cc51b829aeb52bd2a20a35bb52d24ffe

Observation 807c7b8a-65ca-4a70-9efc-0c6baa221dd2 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:45.902094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.177228Z digest=sha256:1cb30b53163d78e360645a9c906835780dcfee730a4623fd4cefb79bbc0d166c

Observation 8f322e8f-0db8-4709-b949-6af4d1472298 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:45.888942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.248177Z digest=sha256:5e13c6fd342febea8566b048563c11a5f58190e8e5cbcad4f7183e4fcb079a63

Observation 284846c2-f55f-4342-bb9e-6f5b168e01df · outbound

This paper cites Zobel, R.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Zobel, R

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:45.799270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.275054Z digest=sha256:81c2b2eeb37858310a34ceea37f5c06c21260d2d886945b55bd52ffc9d67df57

Observation 7491814d-c93c-4811-876f-e1220092162e · outbound

This paper cites MHRC: Closed-loop Decentralized Multi-Heterogeneous Robot Collaboration with Large Language Models.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation MHRC: Closed-loop Decentralized Multi-Heterogeneous Robot Collaboration with Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T20:13:45.279121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:13:45.279121Z digest=sha256:515bff01d941a37285c7c8a4894065170d2c4503e5e8991b00ba043c5192809b

Observation a44f3f8a-1383-4597-a66e-ee21d8b0a22f · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:45.693350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.284411Z digest=sha256:4343d760953270624a034d75603413a3d0d198ee9cff0af42cfd0913c2786639

Observation 6ada1949-132e-4bef-8553-8e9cff526a07 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:45.596602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.337080Z digest=sha256:8a0f4afbeaf2849eb17c43e8c313eab5252bb4c7c66c23ed99713f63ba7ec3f4

Observation d231788a-7b0b-4030-b383-4bd9994ffa09 · outbound

This paper cites AI2-THOR: An Interactive 3D Environment for Visual AI.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation AI2-THOR: An Interactive 3D Environment for Visual AI

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T20:13:45.403335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:13:45.403335Z digest=sha256:d3a02fbe8f2004ca5c19170cd77112b0396511ab11bc7d6af41ba9bdb7fd9e30

Observation b78104b4-9cb7-4d69-95e4-ec1b337917f2 · outbound

This paper cites Gpt-4o mini.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Gpt-4o mini

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:13:45.585750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.407849Z digest=sha256:991d47f7c4f25531920e6cfe8f2c3e8aabe691d75e29bc13f056ac86c3fd1918

Observation 3a131171-30c9-45dd-b0ed-b2d716c865e7 · outbound

This paper cites an unresolved cited work.

SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:13:45.493652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:13:45.412214Z digest=sha256:43ced1ad75ae943c42eec42884782cd44640a3d10b3d9e681aefa126248a4aca

Pith citing papers

Observation 046bbc27-186d-4ebe-8a85-62d52ba00a0f · inbound

Large Language Models for Multi-Robot Systems: A Survey cites this paper.

Large Language Models for Multi-Robot Systems: A Survey SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-05-23T04:32:32.076583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-23T04:32:05.138744Z digest=sha256:95a8fea06b87e5fa00c93ee1084216f3c52bd2820afac74cf64ece665bf240d5

Observation 1c70d17f-0337-494f-bdcf-e2ef9cde9bc4 · inbound

3D Scene Graphs: Open Challenges and Future Directions cites this paper.

3D Scene Graphs: Open Challenges and Future Directions SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation

Reference 115

Resolution
verified exact
arxiv_id, observed 2026-07-03T17:18:44.229933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-27T04:16:43.734503Z digest=sha256:1b0cebfd34c6c5de5514b96fd02f8233c8c443f3e181769a59b09b5fd5b5c984

Observation 2056830a-f0ae-4c29-86e1-cf6c94c6a136 · inbound

Is Inter-Seed Cross-Play Enough? Evaluating the Robustness of Zero-Shot Coordination Algorithms to Implementation Details cites this paper.

Is Inter-Seed Cross-Play Enough? Evaluating the Robustness of Zero-Shot Coordination Algorithms to Implementation Details SayCoNav: Utilizing Large Language Models for Adaptive Collaboration in Decentralized Multi-Robot Navigation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T15:25:39.546406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:25:39.546406Z digest=sha256:2ca09e156d99683adeb0b250a3431938c454c361bf3cfe440f931fe79cff6d07