Pith. sign in

Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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=sha256:308a15f7603b48741ad21cf2c8ef6538e246e00e3640e6b2cf7dbe7e1ed80797

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=sha256:629f42287196d50be541cabf3abc493db94209d15c4de40f2955cecec27100b5

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.710684Z digest=sha256:16983d95e36f7983f58b4575ffc987b3f013b7b26b6b9f1d7a160d99247fa13c

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.716688Z digest=sha256:986375a92715e18fb7469dd8cf1bd13ec8e43b04cd4a5b195e4dc3581b95526f

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.723609Z digest=sha256:847a02baa507db670522018f2f2f278212aed8e13e7449c72fa817888c7bf94b

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.729954Z digest=sha256:26666ba7ef7df142c32586dac9ab46cb9b5800b53e1c3d0130b0ba31446a58f0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.736304Z digest=sha256:ec86d8acf50de9c3e1d997b65727ea2b08ccd5bc79da89aed7857bfd8ecb620a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.742502Z digest=sha256:f0e62894f8c9c0300f099ffb4693e3420f2a1a71c21792589aa157caa0539720

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.750416Z digest=sha256:f4e6ae1e4fdc2e5e077f88445a3ba02981ad207e6fe5398c9f91ce138043859e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.755669Z digest=sha256:c2ea12d7cc758f9a6b1327ed47c16bffb35648001806c7b1e8a51642c76a7bea

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.760877Z digest=sha256:6d425e37a557360219d83350cf96fc764f476020a47ce44a0e870d96d81a6e76

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.765867Z digest=sha256:79c0a6d9b55dc3a0b681e75ad27e3293b2772189d63d4ee3170fe5405199c484

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.772448Z digest=sha256:c4557ef0dd092ede1381928903a068736659f50eb44bd96b84dcd4407d8e737b

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.777723Z digest=sha256:ab0aee7f20d2d8420d4b9c2f4df98522f3494935e078fe6102b28d5ef461b256

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.782627Z digest=sha256:bb4c0b85b2338fd385e5ea2d950fe075d61f28d4efc7bc338b91607c1744a246

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.788719Z digest=sha256:13d423ae053d73ccaa23a898887d06bfd4b6d09df06af8aa1873c264a0b04ea5

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.794975Z digest=sha256:1ccffa69d25d15fa8e31a91e619a4238dac9ded3f81743bfc69ab258fb7abfae

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.801215Z digest=sha256:8a590e905ef7ac62fe536210bc093feb30bc15419d3a6ce181f485eba4876544

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.806994Z digest=sha256:deb25bd295b9218bc1382fb836cdcfc5017cfd844967569712fcb82ffc9038e0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.815049Z digest=sha256:39bba6423eb4a1e06232cfb822374a3fd3f12a52fec3fad85afd36a8e79818d4

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.820935Z digest=sha256:c57c4e93cb3da339a94103c5cc43b5314523f9275c5c863ab1ed8e0b255f2404

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.826943Z digest=sha256:6553faea0afa3fb226288a20c3c318db5e4e8482bc8e635a41062c75df18d0e7

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.833763Z digest=sha256:98bc9f1f5022e4bedad99e061f0e642e1d9fbedfbaf4678e4d6d849991d3de2b

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.840161Z digest=sha256:afaa38fe9ec069cb07f16038c8a99fa8b184e315d75d4f2855f4ed5a6d1dad39

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.846621Z digest=sha256:9373b7f95bab31bdfcdea808e23720bc665d29cc7f8f00fb700066bc2d258647

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.854046Z digest=sha256:9d8534c5ad1ddae13612c5a728344efec7c287d457353f506be914b4f1184338

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.860431Z digest=sha256:aaededdbba032bbbcd196246116cfc15ea7e022dda5b70cbbc89a17c240cae53

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.866244Z digest=sha256:5b2f0871787d6c2c37d3756a85031190584e9765179972a2aacb296f2e8a15b0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.874072Z digest=sha256:1be19c92e3e9cb4d581eda4d7b7b5923298580bb8f31eaf028d2ec3632dad75a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.881334Z digest=sha256:1325f5b8e0b7890c1700137e8482fe666d2ea0f4ec803e8bf8b56147cb7e5d49

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.892135Z digest=sha256:a94852ae1ae86326d88ed306717b898774dada7e85f7a4362d2d985a3f8d9131

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-05T23:10:17.901189Z digest=sha256:9a9006ad03cc36df12e1995886ef666f2cd143914b2a988a9675d26510cb7e8f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:57:14.297570Z digest=sha256:fc67db1f48ba707a3592ed5da856450ce10b2bdd74b67d1a5c35f6f12b67f399