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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:d617ce03e9b3d36c02eb72845764135b5131cadf9dd75b6464e1d5c3012b936c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:a6bbde730559bdf8ee916c26f16e07e6c389485b45ec50fbf0e3af4563816c12

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:5b89bde0b22e910fb43f443312217e75507eb3d46f3ffaf56a4cb9633c3d7104

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:6272531c844917dfea71ded23d91ce85aa2d535b334f58e38f540388b77130f4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:dc5789565c4fe0b0a06a15639fcfd6ab79f337cf4d4d7aea7c6e8f94934afb61

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:2dc43d3bc57496aec8b5a9dd7a4a44ce976168c13b504af968ea13334c644f3a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:94060704a89382723a570ac7b1a46bf6f73cdc4abe41f9e3063cdf61f73cb9df

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:af55fb44288682979405dfd6cd39c36d2bdf2edb7a36c87309809636755b4cee

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:67d413610ba2b1fecb541f754be4b327d8169e3a6869e040fe592366c51550f0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:0e5b6170ac7af4f247871e12219b77f45a6c19e9debe3e48ac2e44d6e0313e39

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:05d1a2d3e7af32f3f9711a60c2e7e6095b5aa295e4fcd64ea94ae5c250d0c5a4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:f8fc176425ecb8f38219e8ddedce1f17085c1b16de84187c79aa2934032e9b78

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:ed7e348320e67ec4b0e968872a708892fe76414240f20e9fd67066d8a72516af

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:cc4dc5a5170adefff49bdffb05fdc88aba07b732bbf1ec1739bd4afcc82a1d74

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:4b51f6a11e5a99bd8398988745a93f59df65cd06977ca98b260e30a4f00a1998

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:39a66d537a9c932c1b3348875053f2694b4e4e68448761b98dd24c370977f15e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:fece050f5898046dbd9f3ab9947affaf3068132ea8318014b4c20309d236267f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:cf368ce6b9b6a345d97060de4c80ac452cd2c3279ba7b02146d950e62f8fb551

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:6313818b54b7fd4bc829e44ecd1f32b9c1b935ee4cf6a56eae394ebfc1067cce

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:f24b63ad8214f32220dc25e78e29b524bba5bdbc76a3173baa1579a55c742f65

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:312a082ed1f5c8ddff66799057bb6c7ec2ec03ce00e4ad142ed2e7145e067beb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:68950042b57ccd2bd0c59ebcee23cf1054d3ead202a0191c409056662e9c4491

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:6df340eef9e8a85157c44e1e16f1ded19ac543408958c667dc21752c92eee002

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:8969991d1a972522a436f0b44714ab1d107ead22e2387d088229b5e2401ebbcc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:f7ad35bcead7f9266272b6b97b7cf3c466365524f28472df9b07b6ac358a6fce

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:1930400e40c2077c5c36f55e74770bca2d8ece0307ca9f8ef2de18ff4d99a681

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:d74a1c2b0a03a3c6816c672a1b5019a5301e5abc85cff563928f55e1c5c22b84

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:a616fa9c6a1efc4050c175737531e875d5037cea4be18ca8f81374b864aa8823

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:9af20e98bb46199cbaedb460ed5a65ab526032f19767faad1de5ace0734dc8f8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:c25794a1feb15fe0c97fa1012f2a8ef1bd0fd18d2d00c86e07b042a13db86f4e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:49e101dfbe8f0f0dae399a29a906842df2af461803e29616da70be206dda22a9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:005b09c42a50794389b83cab7e025adbb42b76cc5d412295331ed38f0b45193b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T01:12:28.320415Z digest=sha256:26c431f56c050ba84c3e78b886d427a384e888b7894dc12b609941ce6a86329b

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:b41aa462d8aa08831295d80acaba6122500c6783ca718fa34e8d65e6983c2072