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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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.

source=arxiv_source observed=2026-08-05T23:10:17.698656Z digest=sha256:97c72690227d95db200364d77efd35e690f2280dbd308cab05822a723329785b

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.

source=arxiv_source observed=2026-08-05T23:10:17.704614Z digest=sha256:3751252069077a748eb059d0a6c01a2ddcc1a51c56181d69e971100d0340e169

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.710684Z digest=sha256:f691b9bc021251577917497113c9f14bf8c33f47d26d55fddf0bc293d643fd9e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.716688Z digest=sha256:bcd44d2d5b30b560ae91ab6dbaaa780a55d42b746bbd8a6f26a8febc5a3e08b7

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.723609Z digest=sha256:1a2071d2b7ce6d391d9d807d9103617e159c4ea641eb078442d25211a73c9924

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.729954Z digest=sha256:55dc9660122e63bd38a99fab6a2831ff365c169d33ebb1573fd7af495da0f86f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.736304Z digest=sha256:4d55477b55ebeba5dec62d2d675e8cb5a2845f8b0c29e8ae267288168f8f654c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.742502Z digest=sha256:cdc0c3f88086fa936247b61159c353c12700255078e692eca6b63eb64d88eb65

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.750416Z digest=sha256:c893d8b731439f57ac1da511ab56d176ea87a9c971448cfe82967a715e73fbd0

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.755669Z digest=sha256:972a6bb1f4cbfc15c4f0e13370f330d281083ce68226748f64bc22d6d49f341c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.760877Z digest=sha256:d8fa1016412b047887c56b9f0ac97b0b304076baa11bd6182ab51c0eeaaf9192

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.765867Z digest=sha256:d640aaee69b4e646fd8dc77bbe6c1538e25d934d2e58187167a300b1097f4b59

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.772448Z digest=sha256:f9a07d1f324df3059c9c9ca5c83a9a0da347ac12bb6e016bbc97417b019a3d63

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.777723Z digest=sha256:e93407231464626bb34de39206edd50f7c4945b447b5b7b99b032fc7fe005125

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.782627Z digest=sha256:54674c8b01d42d0970195b2e62c10e4d91f68c5839596601940c783cf82cad93

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.788719Z digest=sha256:124d302fad24163984725fd4df03a1302f95a3b7bd0a29e1928efd4e1939c25c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.794975Z digest=sha256:a5df2247fe8f23f6090a994bf4755481383a747367f690456ddb3bc930320346

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.801215Z digest=sha256:71437b3f7389632d958a5bee06e5d523c83af9187f5b0658dfc3438eda06a2ba

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.806994Z digest=sha256:9a11b8ad91a00e2ce98111e2ead90396b4627146a8558e5aae8a4bb33ca7079c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.815049Z digest=sha256:13d9eb4c1b9c4f1ea8de032eec0ec6a033b951baa31847ea9310cf052679c602

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.820935Z digest=sha256:d4ae570f2c0f06ec51dc87911a0aace59d7219df0bc572cb26326ba86ae80ac3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.826943Z digest=sha256:3164316816b2babb4eb0ce5de1341077b422610874d484c1459692c318691d32

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.833763Z digest=sha256:c84b110e4728db0cb3e0a5d2bb6f5ca511fff6c2ca4436d0b266a1bf862de666

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.840161Z digest=sha256:ea0c11db61b3f325ff1dfed8883a3d8931ad9e89972a8facc0503037f02b5d32

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.846621Z digest=sha256:be61930fa610231b244384508b6a434c64fb953367022d34ccb6025c18458c3d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.854046Z digest=sha256:064acacd2930ead1f7933697a49f59dc1ac103f37f088fe9efe3394a607c7ee3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.860431Z digest=sha256:02d7297aaeee79f03dc19df0f5c4a08912f6eb8a5c8dc8916986fdf41115ec05

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.866244Z digest=sha256:1aad149a2901929948ef64f98dd368d84e74b7fccb378645649b1b05c223d031

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.874072Z digest=sha256:136aac0782595af43a403d34ef73ebad1eda1f5927e641b44a17d429ae3b115a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.881334Z digest=sha256:f486c9d3c89b1e12e5403460e3d967596d5a1732c728a6e1b2f154445728d527

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.892135Z digest=sha256:d7ea0427d6cf2e803cd64444c0c85043f96845f34eedcd12614140e795afc8ea

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.901189Z digest=sha256:78f78e1467f4fd7727c329987bb11610fdd4395ce8ee65e60d1f7cf076751c1f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:57:14.297570Z digest=sha256:82018ccdefab00285e77be66815a7f4b57cae312e36fd01c6b0e399439224671