Paper Citation Record · LEDGER

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery

As of 20 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2508.05890.

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

pith.paper-citation-record.v1
2508.05890 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:10:17.901189Z

measured 33 of 33 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:57:14.297570Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T13:57:14.480285Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy10
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5c98ecf-1864-4abe-9943-bcc38ccb1fd2 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T23:10:17.698656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4e83c73-c8db-4c95-bc63-fa599d092191 · outbound

This paper cites write newline.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T23:10:17.704614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5060f97-f65b-4fb6-a088-8d1b40adaf61 · outbound

This paper cites K.; Magnanti, T.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery K.; Magnanti, T

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.547635Z

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.

Observation f231e85f-842a-4a80-87bd-7a9e4abe8e49 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.529128Z

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.

Observation 3916678f-7ee9-4741-a2d2-328505f0de2f · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.510918Z

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.

Observation a7058550-5d8b-4510-8afd-40d830e7d011 · outbound

This paper cites D.; and Stuckey, P.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery D.; and Stuckey, P

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.493327Z

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.

Observation 4aba5500-0e2e-431e-9b32-818df261a4d4 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.476143Z

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.

Observation ffc3199d-b96c-45c3-ad79-da8e422ec715 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.459149Z

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.

Observation da5e8188-c4ef-4233-ab38-66de646bc3a4 · outbound

This paper cites P.; and Matari \'c , M.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery P.; and Matari \'c , M

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.441570Z

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.

Observation 0e723bc8-235c-4b75-a353-11993b917460 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.424252Z

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.

Observation 70b6e9e6-8561-4de0-b7b0-c07e8700828f · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.406412Z

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.

Observation 1d62ad6a-a484-4272-887e-f09e3a1a4381 · outbound

This paper cites A.; Stentz, A.; and Dias, M.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery A.; Stentz, A.; and Dias, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.387932Z

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.

Observation fc96ca81-b6be-419f-811d-46dbf1adb36e · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.372279Z

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.

Observation 8bbf778b-e102-4fa4-b8b0-7003a9f6fd9f · outbound

This paper cites G.; Markakis, E.; Kempe, D.; Keskinocak, P.; Kleywegt, A.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery G.; Markakis, E.; Kempe, D.; Keskinocak, P.; Kleywegt, A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.353980Z

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.

Observation 379f22b5-50c5-42e0-a88c-7f925d4ee082 · outbound

This paper cites J.; and Harabor, D.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery J.; and Harabor, D

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.336981Z

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.

Observation d4e6de17-44d9-493e-b51d-b46a303ea177 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.320181Z

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.

Observation 8701a67c-3599-4685-829f-da8b6aee31ef · outbound

This paper cites K.; and Kan, A.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery K.; and Kan, A

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.303648Z

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.

Observation ea1c7eb7-5bfe-4312-be28-9ee2f5e8d300 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.279367Z

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.

Observation d757b71d-739b-4ac9-821f-40962a2c8ed2 · outbound

This paper cites S.; and Koenig, S.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery S.; and Koenig, S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.260167Z

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.

Observation a961b349-14bf-47de-befe-914b9292ff4e · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.243120Z

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.

Observation 4dd0bc6b-25ef-4e84-91e8-5d234bd883f9 · outbound

This paper cites S.; Luckow, K.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery S.; Luckow, K

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:18.223227Z

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.

Observation 0b23505e-4e58-4af8-bfc1-d10686c5e551 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.205941Z

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.

Observation f22f7371-3fd2-476f-8e88-b401d7fe3a02 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.186082Z

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.

Observation d508b65e-2e09-4e00-a141-43ca3f2f8f27 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.165419Z

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.

Observation c67aeaf5-ee1f-4fd2-8758-547193efae71 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.145264Z

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.

Observation bedff798-079b-4aab-9cfe-31c50df3851f · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.123972Z

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.

Observation b59e7cba-5a4d-49b3-9cb7-470bd7d04c38 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.097291Z

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.

Observation 3f76a96b-9af2-40bc-ae96-8199ea287e0b · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.075058Z

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.

Observation 58087a84-2cb6-4d18-b81c-09ec6531f4f0 · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.051624Z

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.

Observation 42dc98c1-3364-42bb-8cea-a9837bafdb1d · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:18.019301Z

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.

Observation 325f837a-beae-4981-a518-e4e1d64922ba · outbound

This paper cites M.; Biswas, J.; Coltin, B.; and Rosenthal, S.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery M.; Biswas, J.; Coltin, B.; and Rosenthal, S

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:10:17.993404Z

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.

Observation bc1b2c68-b1d4-44f9-9630-866b82c4c71f · outbound

This paper cites an unresolved cited work.

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:10:17.971488Z

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.

Pith citing papers

Observation 6c5db2dc-8552-4ded-8908-72143ba8ff35 · inbound

PRIMAL3: Pathfinding via Reinforcement and Imitation Multi-Agent Learning - Leveraging LaCAM3 cites this paper.

PRIMAL3: Pathfinding via Reinforcement and Imitation Multi-Agent Learning - Leveraging LaCAM3 Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:57:14.485727Z

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.