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Paper Citation Record · LEDGER

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 2 inbound Pith citation observations for arXiv:2507.20377.

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

pith.paper-citation-record.v1
2507.20377 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:39:51.926748Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:50:37.336029Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 537949e6-ecd8-4b41-a1b0-3588b3935f18 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:59.705173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:48.297309Z digest=sha256:db214504d12380365f4d5f7fb594c7c13ef4a2ca5ca4404c34ef923768986446

Observation 4648b834-1228-4afa-b0ce-2444065f0da6 · outbound

This paper cites Rahman, and Ste- fano V.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Rahman, and Ste- fano V

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:59.415160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:48.434824Z digest=sha256:2e33c8381bc2f74d496fe9bf9b160b0dacb17b5a5c0525a03ccaa1eaaf4df119

Observation e1300faa-7a6a-4c16-9af5-2850ea9ee1ba · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:59.064755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:48.607697Z digest=sha256:daf26e5e5023fb1b5ca7a424c45b8dd41167d00a412c6372312acf35ec6a863c

Observation 5967b5db-5452-4352-8d06-21684120dfe4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:58.644757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:48.794748Z digest=sha256:3fb0b524692577f196d119a995f07a78e499eae3a66a50bd2012e6b57a065d74

Observation c59528f9-0d01-4261-b4f9-414fb71ce48e · outbound

This paper cites Parameter Sharing Deep Deterministic Policy Gradient for Cooperative Multi-agent Reinforcement Learning.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Parameter Sharing Deep Deterministic Policy Gradient for Cooperative Multi-agent Reinforcement Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T13:39:48.944756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:39:48.944756Z digest=sha256:9e45e81a82324d89691d8ade5451429b6f0254fb2b72d3505ef6148bda41d497

Observation 528945e1-979c-4d14-8f31-622f8f4b92ec · outbound

This paper cites Foerster, Yannis M.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Foerster, Yannis M

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:58.207458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.134828Z digest=sha256:e0daf2fee30346f10d1cbf7bebc626dfaed86f92ea7b17242adca90437940711

Observation 0973bd07-9d32-4985-b433-dda2c8cca866 · outbound

This paper cites Gupta, Maxim Egorov, and Mykel J.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Gupta, Maxim Egorov, and Mykel J

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:57.554761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.484758Z digest=sha256:fdb3378859965e88d2a63a8c4ed18937973e6bd023ce27ab387fba28ae2a46cf

Observation 2f4ace7a-da4d-4200-a675-e1602d08bcc4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:57.344776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.636304Z digest=sha256:d0d559d53b21a0096b43f1d20aac8160e71336d3d376ecb06b2c3a9ca90758aa

Observation 4c7ebf88-6fa1-48cb-9281-e06cc4e976cb · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:57.012596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.738056Z digest=sha256:24c5eeb326d6d8da7e925b3f931356549a1237a36f18cf4985bfec8fc56e47c3

Observation 308cd0c9-668c-4999-a8d9-e291c0f1a49f · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:56.709450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.848248Z digest=sha256:b77a86f08cf65135c753490666f143c5dbee05ed5b69b767341c1ac9b0bc328b

Observation ee5eef4c-7283-4ed0-8ad7-95e38b6284c0 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:56.324923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.008241Z digest=sha256:201655ac3fc9856a21cde76f1da517e6c83ad790cbc312e1d842fceb2347ecdb

Observation 32956021-b165-463a-9e03-7f1fa6d3ec75 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:55.984817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.144836Z digest=sha256:bd3bf5a1df27a0999e57f9fbbd39bd1e50a79ad84371e8b360b3d06884667bef

Observation 4201d647-a963-4abc-8704-310e058d71a2 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:55.554733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.346177Z digest=sha256:929e11871b2efef129ab04cd8c8c31fc365e963fc4d074fd147742e4f9b8bce1

Observation 02098e8e-01e1-4af2-9516-010b7ea8b99b · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:55.264748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.494743Z digest=sha256:749dab55c6f125dac3fe2df0d6e2f2aae1713a43f3069018a6595aedf1549b6f

Observation 41004601-6136-4c89-b439-9fdfe2c0b073 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:54.863193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.660878Z digest=sha256:46aa3a38c73489bbb88ad39c94c3bf4b8548c3aa91abb1f7cb28d969551c734f

Observation 9228019c-0859-4de9-a9f4-15f266edf6d3 · outbound

This paper cites Darvariu, Maria A.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Darvariu, Maria A

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:54.143144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:51.003105Z digest=sha256:034525973f7fdc68a5e231ac92e01f8eaccd23aa9f5d1c94a4e0f932c4b0a9c6

Observation 94fefb8a-71d6-41e7-9694-fdfeb89bac2c · outbound

This paper cites Revisiting Parameter Sharing in Multi-Agent Deep Reinforcement Learning.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Revisiting Parameter Sharing in Multi-Agent Deep Reinforcement Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T13:39:51.102381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:39:51.102381Z digest=sha256:cb4640eabe55be4f4aa3a2521299822bb4430df3251dc52e41149c87bef93107

Observation 4a1749a9-290b-4a81-9145-96cd65dcb7ac · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:53.814750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:51.245662Z digest=sha256:e339c1a99e49bea53a429344b86dec015998973804e3156b221cc67f123e2470

Observation 7c69c0a2-11b4-46c8-9609-24ff826b4fb9 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:53.334868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:51.340854Z digest=sha256:98a2dd0a3b186a7318d028095e127ad7817949c51e02751c348f8dc1ef1d3bbf

Observation e6256b86-7353-471c-94b6-b09e844d4549 · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:39:53.008480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:51.514868Z digest=sha256:a55d7e53bb175e11c4e69c56759ce5d19edd37da5f6088d9ccb28f809badbeab

Observation 2ec4a0a4-98d4-4b78-840f-3dbb16bd822d · outbound

This paper cites an unresolved cited work.

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T13:39:51.695637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:39:51.695637Z digest=sha256:90eca1bb750209e10a5691a60a7935d65fd1d74660e5bae131b1a2e118480fb0

Observation 1d9e76a2-2d04-4eed-88a0-a64d8e5e9710 · outbound

This paper cites In Advances in Neural Information Processing Systems 29 (NeurIPS).

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping In Advances in Neural Information Processing Systems 29 (NeurIPS)

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:57.897157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:49.324760Z digest=sha256:6f05e7db6b7da0258fbe0aadf352436c8b527bec2e6cb2a6892f866970c30287

Observation 92ae79f1-9f53-4c95-9b69-1a7eacea3ed2 · outbound

This paper cites In Proceedings of the 35th International Conference on Machine Learning (ICML).

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping In Proceedings of the 35th International Conference on Machine Learning (ICML)

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:52.672295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:51.926748Z digest=sha256:00571a92e1b3155c90b8eacc560c84b44a2ea9f7aca843ea61e95299abd2727c

Observation 44467226-d21d-4d5f-afd3-9a99d06fbdce · outbound

This paper cites In Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI).

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping In Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI)

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:39:54.498353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T13:39:50.835519Z digest=sha256:c0bb2675e66e37bb18af39b0a59cc50a5f2f9a87f0bef038adee0242ec13ddd9

Pith citing papers

Observation fe728a42-aa2c-4219-b889-baf3feddcf14 · inbound

Bridging Individual and Collective Realism in LLM-Based Human Mobility Simulation via Mobility Scaling-Law Guidance cites this paper.

Bridging Individual and Collective Realism in LLM-Based Human Mobility Simulation via Mobility Scaling-Law Guidance Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T22:50:37.336029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:50:37.336029Z digest=sha256:8c1f013fb039480a395bcc0faaddbb43c7681be61c356f376510f621358ca78d

Observation 457f3874-35af-4904-b2ff-b490080cbab6 · inbound

Mobility-Aware Cache Framework for Scalable LLM-Based Human Mobility Simulation cites this paper.

Mobility-Aware Cache Framework for Scalable LLM-Based Human Mobility Simulation Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T22:50:30.635191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:50:30.635191Z digest=sha256:cbbd36d563adb6f27512eb5d8eec66b80a6d0fa0dbedb189f5606c5d575f42ab