Paper Citation Record · LEDGER

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments

As of 11 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.14111.

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

pith.paper-citation-record.v1
2501.14111 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:24:56.526282Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact4
verified fuzzy21
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1da2ae64-3f54-41e2-aa90-ca2201788e90 · outbound

This paper cites an unresolved cited work.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:24:57.158458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aba75061-b9e1-4e8c-ba68-252bc16fe0aa · outbound

This paper cites , & author \"O zekici, S.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , & author \"O zekici, S

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.144893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 65125335-97d0-44c7-9fa3-da72f5288b1b · outbound

This paper cites CHIRPs: Change-Induced Regret Proxy metrics for Lifelong Reinforcement Learning.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments CHIRPs: Change-Induced Regret Proxy metrics for Lifelong Reinforcement Learning

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:24:56.753293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 59512904-3f86-43c4-b285-115a468e96d9 · outbound

This paper cites ( year 2010 ).

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments ( year 2010 )

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.132084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6d979319-74cb-42b7-adf8-23bbd6c19042 · outbound

This paper cites OpenAI Gym.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments OpenAI Gym

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.370990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca70dcf4-0931-4a38-80c4-296dfba36b4f · outbound

This paper cites ( year 2021 ).

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments ( year 2021 )

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.117894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 169b0b1a-3164-4231-b7db-d9de718160dc · outbound

This paper cites Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.381547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5502dc8-0be2-40d4-a049-95bc6e66cfdf · outbound

This paper cites , & author G \"u ner, A.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , & author G \"u ner, A

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.103413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 35760b64-48be-402a-90bb-d2bfc9a0caa3 · outbound

This paper cites , author Boute, R.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Boute, R

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.088222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9626ed04-1664-46d5-b009-907685c49314 · outbound

This paper cites , author Chen, T.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Chen, T

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.073671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6ab33b59-6daa-4210-a5ba-1cfc4f130759 · outbound

This paper cites , author van der Laan, E.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author van der Laan, E

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.058140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cbe3aabe-18b8-4059-baa1-c59507542735 · outbound

This paper cites OR-Gym: A Reinforcement Learning Library for Operations Research Problems.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments OR-Gym: A Reinforcement Learning Library for Operations Research Problems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.404820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c69a54f-f5ba-478b-bb1b-b3415c50a743 · outbound

This paper cites Quantile-Based Deep Reinforcement Learning using Two-Timescale Policy Gradient Algorithms.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Quantile-Based Deep Reinforcement Learning using Two-Timescale Policy Gradient Algorithms

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:24:56.685656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0975b3f3-0f62-470a-b960-16d1dbb7866f · outbound

This paper cites an unresolved cited work.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:24:57.041243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8871538b-e58e-4ffb-82e8-5a342b490cd8 · outbound

This paper cites , author Kim, J.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Kim, J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:57.025962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 47b7fc51-4f42-428a-afef-c47cbbecf61a · outbound

This paper cites an unresolved cited work.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:24:57.010625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d7650449-f497-434c-9391-fdc29d0069ef · outbound

This paper cites an unresolved cited work.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:24:56.996205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d8eb6738-9cda-4271-ab1d-8a2c8346f634 · outbound

This paper cites MARLIM: Multi-Agent Reinforcement Learning for Inventory Management.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments MARLIM: Multi-Agent Reinforcement Learning for Inventory Management

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.432000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 812575bf-4096-44d1-9d4e-861697498938 · outbound

This paper cites , author Liaw, R.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Liaw, R

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.981544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1bf8ea55-0ccf-452b-a7d4-2b81c6b6edd0 · outbound

This paper cites , author Hu, M.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Hu, M

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.966336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d2a7bce6-c76f-4b37-96fa-702b40af4f7b · outbound

This paper cites , author Nishihara, R.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Nishihara, R

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.951932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6217a658-3799-4a9f-9f13-918c252fa27e · outbound

This paper cites , author van de Berg, D.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author van de Berg, D

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.937890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 81b93043-db6c-4c5d-8a97-1ebb0848309b · outbound

This paper cites , author Nazari, M.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Nazari, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.923587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3bd2c588-67f2-440f-996c-7c53450cae7f · outbound

This paper cites Behaviorally Grounded Model-Based and Model Free Cost Reduction in a Simulated Multi-Echelon Supply Chain.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Behaviorally Grounded Model-Based and Model Free Cost Reduction in a Simulated Multi-Echelon Supply Chain

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:24:56.650535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ee4a0cff-3659-4340-b99c-0369c132ee5a · outbound

This paper cites , author Huang, M.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Huang, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.908681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0fd934e3-a551-4dfa-981b-5ecee1f8fe90 · outbound

This paper cites , author Chen, W.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Chen, W

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.894040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 16fc7ba3-cb0b-40b6-8165-d9444211a1b1 · outbound

This paper cites Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T15:24:56.628708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c98adf1f-e321-4c84-8980-13ff587a118f · outbound

This paper cites , author Stella, F.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Stella, F

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.879299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4477a6c-8257-414f-a50a-a13bc31b6aa7 · outbound

This paper cites Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.478968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0665ccc-a479-4e12-aaf6-3efb349c7686 · outbound

This paper cites , author Lu, M.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Lu, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.863872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34419e45-c9bc-4b57-84b0-033f707b87d7 · outbound

This paper cites an unresolved cited work.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:24:56.846553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8fa754ff-4ea2-4758-9067-7099512c5c98 · outbound

This paper cites , author Gijsbrechts, J.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Gijsbrechts, J

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.831914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f4decd97-c100-40a0-bc7d-93429cf51ec5 · outbound

This paper cites , & author Lin, L.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , & author Lin, L

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.817187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6715acc1-e5f6-4fb5-9df2-2bf25640ba2a · outbound

This paper cites Agent based modelling for continuously varying supply chains.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments Agent based modelling for continuously varying supply chains

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:24:56.589391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b90fe68d-347a-4f37-a4d2-c6099225928a · outbound

This paper cites A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory Management.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory Management

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.505817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d4f43a-e0ab-4357-83a4-e72f7536b639 · outbound

This paper cites , & author Kaya, O.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , & author Kaya, O

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.802481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b5001a2-fba0-4b41-8382-9800097ce809 · outbound

This paper cites , author Zhou, Y.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments , author Zhou, Y

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:24:56.787691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 82f441ee-e3f4-426c-8ad3-33817c1df5a5 · outbound

This paper cites write newline.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.520570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b01f757f-70ee-4ffc-b3be-c7232f3599b9 · outbound

This paper cites write newline.

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T15:24:56.526282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.