Pith. sign in

Paper Citation Record · LEDGER

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization

As of 5 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2605.06864.

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

pith.paper-citation-record.v1
2605.06864 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-11T01:12:28.320415Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T18:27:45.097514Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

  • verified exact3
  • verified fuzzy19
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b37edb08-6dda-464e-b425-06146271f4b0 · outbound

This paper cites Besbes, Y.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Besbes, Y

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.727981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:e044908fddf2ff1b8474f043ddc26f2ee54da541434a4cb918df20919b92dffd

Observation 6401d91f-ec6c-44c5-a9b6-6255ce65113f · outbound

This paper cites Bone and S.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Bone and S

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.824220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:1ac2495a4d47b32844364abf1f62241463ba24238b07e49a16200ce61144e5de

Observation 04a16ba9-1166-4233-91b9-0000551dfc70 · outbound

This paper cites Busa-Fekete, B.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Busa-Fekete, B

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.844049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:2f51b9852a42d2b13a1dc9b55efd51f0862d693cdb7ff07cab867a7c29458537

Observation f3b64644-32fe-4479-ab9a-fd8971ff4c10 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.796532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:b56a13f21fc4e375b4f90d0ad371996b3e0e258b6acaacd665b89b528ab0b1cd

Observation 31f4cefc-d88f-46d0-8b58-165726b1f419 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.792881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:538d4ffa2803b8bc19ff694c124b21d02299b26e48f781fe51782a3a7a39ed30

Observation 514bd7ab-225d-4a38-95ce-4f64e2572487 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.848280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:edfd7f15b33eff6952ba04723a87859e49a4518ac1cbbbf10a22e1f45b52aa19

Observation 430ed6e8-a19d-46b3-bc38-5ba851849e2d · outbound

This paper cites Garivier and E.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Garivier and E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.852521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:52d40fe2c54c23ab8b104b3b3b8eebc52402c8a3ade87e1aa85176583a5558ac

Observation 5d2092c6-3c0d-4acd-a4d9-d9e46a93c2f3 · outbound

This paper cites Grandoni, P.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Grandoni, P

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.784737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:7b1ce5f0e79d7a971c7e8d3722a3f29d9f71e4672f44f39ea145e3dab7cb0a23

Observation 003b8d2b-da87-4c89-8b81-6537e575036c · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.718134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:1b929c12741bca3d2b30373b1cd59d8625be0ffc338e148f847b0e0f2893ad0e

Observation 7ac1c1d1-0a18-4c06-b309-04beda1f18c4 · outbound

This paper cites Hossain, E.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Hossain, E

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.840216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:a68002ce4c5195bb5ca9b0debfa0c459a64bb24ded41a7484f80f443edc9997c

Observation c849ca94-d9bd-493c-a0bb-18dc86df98d8 · outbound

This paper cites Hüyük and C.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Hüyük and C

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.713537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:c6ab4707ff2299d24734dd4b242724d14720e9a67ce6cf8962281cf5316d8c5c

Observation 5b274b0e-bf7f-4351-84ec-1f9a1026f01a · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.755683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:3860dcd29c7b51a15b99f5dbfc716a99f648a1b5b8dbcc30c6dd73f970fcf20b

Observation 8cdf1a0a-2d11-4908-9df7-e31aa9265b92 · outbound

This paper cites Jones, H.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Jones, H

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.722351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:8e80b9fb7e9e0b876a3c3a9f9ecaa59e9aa7066f1159a868db6999a9404c7622

Observation 2b03c389-43db-4059-a813-91ab04730c91 · outbound

This paper cites Landgren, V.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Landgren, V

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.776575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:ce92b571b8501b68550bf2ad65b0face40c3a23a49a6470ec2ab95aa2ba9b4a2

Observation 05f49a3b-3ba6-448f-b742-2e7976eb6439 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.752015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:6f4010db1490058d3d1d3990f171ecadd587fd682c073083fbb8d46d05155f8e

Observation f806e1a9-3317-43fc-bdac-78247596aa26 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:35:59.185033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:014e41489404f917e24e7efe13864777390796b4b13217042cd43a14eca79427

Observation 332bf4fe-25ac-4e23-a4dd-947722f4193b · outbound

This paper cites Emergent Coordination Through Competition.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Emergent Coordination Through Competition

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:35:59.165080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:8a0f4255bb974ccd28e2588ab3b74a8ca1e755c8d6cd2776a03060a3ef1f35f1

Observation ae7f5963-77bf-4c8a-b84c-f70137bad174 · outbound

This paper cites Madani and J.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Madani and J

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.746090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:88b3224fd5f310d160227679129ca44337cd1087a5b9977af16ce561f343d5d2

Observation ee5edb51-3f70-47e0-83e6-fb130bf2d790 · outbound

This paper cites Mannion, J.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Mannion, J

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.768080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:c1d100dad0497141f27225852622935186de9a6b6c3b4af68b1ca986fec5fb70

Observation fd991534-f4c1-459a-b21a-c1ad302d8c98 · outbound

This paper cites Mouaddib, M.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Mouaddib, M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.820572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:512b1063803c7883924b8aed63dae3d43f892914ecf782ecb7527cb0b4f1dc58

Observation dfa093e6-40d6-4bf7-90e0-623db7228d37 · outbound

This paper cites R˘adulescu, P.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization R˘adulescu, P

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.828384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:a65d1a9b1027070ada7f9be14faf5ff564046cb53f0e9b8cb8be05a7bb5becb7

Observation f4548df8-9d93-4b77-8309-39bacc334bd5 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.735169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:77f175fc8393283a80b0f26dbd93de5f3ab3801db6013b30609c09a13bbcf74e

Observation 46377436-e797-4b3c-92b8-d135ba6cb779 · outbound

This paper cites Sankararaman, A.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Sankararaman, A

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.812414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:7ffebf0e1970ae0cc1879c63588c1150c201288dbffd52cf7064682696592166

Observation fd3f5415-c2ef-4388-9769-a8dc9a07a915 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:35:59.176039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:43015bb0ba1ad679f4d19e3e952d1cfbce4832d126c1ca823a6f19ab52073d6b

Observation 9ec5d83b-ba40-463e-ad95-2f6855072c1d · outbound

This paper cites Taylor, I.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Taylor, I

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.836199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:b897922269a19f80da9127c5046ee8a35802970e3b697d1e55145f1c9ea5e228

Observation 10660c33-dc5f-476b-bf5d-be94d0ac27f2 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.788915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:d120ba5f5310184d78d01b55e3044d5f3329201d391804c36dc02d54dbeb82e9

Observation e04a03f5-2a7a-4340-a32c-dc35a9e3b8d0 · outbound

This paper cites Xu and D.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Xu and D

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.832335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:a651f92a67cd66a7785faf6703b262c10d831863d69a5f389e5fd8630497e8a8

Observation e5970252-97fc-46bb-a5c7-6f7c38a58a6c · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.816561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:ad67659f64c18b535e54bca8089a588bb6aa6d8c8e8b70cbb25ee65922afc973

Observation 4a6b7efb-ab5d-46dd-87e3-caaa483428d4 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.804671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:22c01605efa8738a7acff59dad5d24d85d4eaecb3448ea901e1feb28f847d68b

Observation b4ef1c6f-af02-48a2-8710-be6a92682be1 · outbound

This paper cites Zhang, R.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Zhang, R

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.741326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:3357dbafb29896a85e8a2605ad9ebed49377be2ce7cde871da9cd869e52353b5

Observation f77a4a24-7974-4284-96fb-80f48dd0dc76 · outbound

This paper cites an unresolved cited work.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-14T17:27:30.808492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:e4ba0d4ccd0485963441b06a3e14b022263849376692cd5774b96b333dade46d

Observation 0178be08-cf8a-483e-88b9-40f80514e325 · outbound

This paper cites Despite these advances, existing approaches remain largely confined to single-agent settings and focus on Pareto optimality as the primary notion of performance.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization Despite these advances, existing approaches remain largely confined to single-agent settings and focus on Pareto optimality as the primary notion of performance

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.800934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:621fed5508184d74869a22d958cde48d1a1d3ef3d3bb2dd26e3eb94d467650bc

Observation 073364e4-d821-40ad-a639-6f6b7d9526d9 · outbound

This paper cites warm-up period.

Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization warm-up period

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T17:27:30.762957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:f9a125e223df1ff86001b9eaf0311e281f062167ceefd5be0a5561e4cbd27046

Pith citing papers

Observation 5bc1c7a1-1ea1-4687-b5be-94371e32c3f1 · inbound

The Optimization Trilemma: Efficiency, Comfort and Fairness in Decentralized Multi-agent Coordination cites this paper.

The Optimization Trilemma: Efficiency, Comfort and Fairness in Decentralized Multi-agent Coordination Multi-Objective Multi-Agent Bandits: From Learning Efficiency to Fairness Optimization

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T18:27:45.097514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:27:45.097514Z digest=sha256:efc9548793d04631bea0af0c0ed20a800214f53861f0128118a725c997d05d90