Pith. sign in

Paper Citation Record · LEDGER

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

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

source=pdf_text observed=2026-08-06T13:39:48.297309Z digest=sha256:3dbfbac6895621d0a1d3f05608a5cc9804d9da0a068c4154d5fe1266c4decc25

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

source=pdf_text observed=2026-08-06T13:39:48.434824Z digest=sha256:8b4bf7f837d33e9c8ca36d302b624e8422e531c3904d9ba80d5d821a0ceb2ef9

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

source=pdf_text observed=2026-08-06T13:39:48.607697Z digest=sha256:92f303ffb5cebdce0b6059900bb8010cd31d59ecd44823c9582a8b46a0f13af8

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

source=pdf_text observed=2026-08-06T13:39:48.794748Z digest=sha256:1df3dab8fbdaaaeb259717e46f286c268ae0924918c0f68d3ae32294e4ad1f5a

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=sha256:56638af635333e4dcbcef8557236f0982404567c335c7618ee82653de0eef779

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

source=pdf_text observed=2026-08-06T13:39:49.134828Z digest=sha256:42017020918e35cd45e7d76ccb3a790875e768512d70f4949e1ef2588ddbdee7

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

source=pdf_text observed=2026-08-06T13:39:49.484758Z digest=sha256:4d8b182faaaf764e7a17c596ca2837918c2ad5399365fa17def11400ddda206c

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

source=pdf_text observed=2026-08-06T13:39:49.636304Z digest=sha256:7836b6270870d54dfb9a9f502a55585e83d4a650a1a75a20ad518437dba7f731

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

source=pdf_text observed=2026-08-06T13:39:49.738056Z digest=sha256:300f022bde2893debc25117e13107ba19c0bc83bdf332adac3b6dbfea279b6d7

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

source=pdf_text observed=2026-08-06T13:39:49.848248Z digest=sha256:b43f41a441e48b707adebbe80afad9d626c57a633979584092e1b477cbafc7da

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

source=pdf_text observed=2026-08-06T13:39:50.008241Z digest=sha256:37bf7043048abfdbf301b2352520ab5866f34ad8ce909d6c8b56a16688262918

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

source=pdf_text observed=2026-08-06T13:39:50.144836Z digest=sha256:5331652c98bd993a36f7c8ce8d8087c3416dea2f93f6deb80b932e1e891ba3f4

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

source=pdf_text observed=2026-08-06T13:39:50.346177Z digest=sha256:96979dfc9243bef3194b396cb09dc8600419f139f065f7947c8d1056e31210f2

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

source=pdf_text observed=2026-08-06T13:39:50.494743Z digest=sha256:18600c4b18551cbf7462a07e3430fee2cbdee42dacb568108a03f9a71a6cac31

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

source=pdf_text observed=2026-08-06T13:39:50.660878Z digest=sha256:09b6a7806bd37f52f6d7936308397bb3294e431cba75437964e08cba4b440f51

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

source=pdf_text observed=2026-08-06T13:39:51.003105Z digest=sha256:863c8fad393ec19bab3e1e0b4226b114f8b8f2c889bb564574434143bd3f6954

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=sha256:1a72b51224cb01d86b481241c9fe52bf47c24d78ce94401c8ddbae5e58d670f8

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

source=pdf_text observed=2026-08-06T13:39:51.245662Z digest=sha256:356d043f1bacebe0cc9602b960c30e9d564be8493a334773afb6e81bb4d68a43

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

source=pdf_text observed=2026-08-06T13:39:51.340854Z digest=sha256:117debcdf659b732ee23e49a2712a6e8cb89488ce65496152e364c107cdcdbb4

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

source=pdf_text observed=2026-08-06T13:39:51.514868Z digest=sha256:b7b9d40377a459d0d503f2917cfd575940f58fa9fd96d45dd3de3942c6fb9319

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=sha256:5c741f321f8441a78fb51511673e0c2c15e02957761dcf0655227eb4cb7bf33c

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

source=pdf_text observed=2026-08-06T13:39:49.324760Z digest=sha256:1e61cebb971d35865e3603741f8b674f44e3bbf5d42244f2ffbd63aac5fd83b7

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

source=pdf_text observed=2026-08-06T13:39:51.926748Z digest=sha256:85a8ac0d7f83c8fa89d6bc8282f8f217f59a35e3810d377c848df2f88ce9fc83

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

source=pdf_text observed=2026-08-06T13:39:50.835519Z digest=sha256:31232688572a478347324df6efcfd45b9f292346b2d4ec5bf36bd53c6e8b6ac7

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=sha256:7974944e433d3835fd3444f41f5df5d85e0505abc8c693b5fd35e92550d7383b

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=sha256:7fc9850f5a01a64ad6e5a63a63628f9ccee2ab22fb41a7cf3e00ad2d8a41a966