Paper Citation Record · LEDGER

Maximin Relative Improvement: Fair Learning as a Bargaining Problem

As of 9 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2602.04155.

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

pith.paper-citation-record.v1
2602.04155 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:54:26.399224Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy0
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae315e82-3270-48fc-9857-bde155fbe851 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.769334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccea53fe-6aa2-4b8d-a37f-7d65d3570fe1 · outbound

This paper cites Lemma B.2(Berge’s Maximum Theorem (Berge, 1963)).Let X be a compact topological space and Θ a topological space.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Lemma B.2(Berge’s Maximum Theorem (Berge, 1963)).Let X be a compact topological space and Θ a topological space

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.809755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1740df68-63c7-4414-b4a2-7a835ee82f89 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.095339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c45d7c9-f0c3-4fe0-b8f8-edef71af858c · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.914322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a911b01-5098-4f6f-85d6-2908d7ed7680 · outbound

This paper cites sup f∈F bRg(f)−R g(f) # ≤ 2 ng EX,Y,ε.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem sup f∈F bRg(f)−R g(f) # ≤ 2 ng EX,Y,ε

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.974770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75559a97-8faa-4d82-a48b-2ffe96b692fa · outbound

This paper cites Therefore,(ρ ∗ 1, ρ∗ 1)lies on both the Pareto frontier and the fairness diagonal, establishing part (i).

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Therefore,(ρ ∗ 1, ρ∗ 1)lies on both the Pareto frontier and the fairness diagonal, establishing part (i)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.872238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2124c59-c2b6-4ba3-b603-7e07593e4cc6 · outbound

This paper cites This is weaker than (PO), which requires that no solution strictly dominates in all components while weakly improving at least one.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem This is weaker than (PO), which requires that no solution strictly dominates in all components while weakly improving at least one

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.019748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d8aa7d-fd28-4019-98c0-39b8d7f59630 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.056026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f5a1a6-50ca-4c67-be16-e36e3aa91c70 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.145607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3e7d73-e49a-4c12-8a23-002c2175ac15 · outbound

This paper cites Nash Bargaining SolutionThe Nash bargaining solution (Nash et al., 1950) maximizes the product of utility gains: maxu∈S Qm i=1(ui −d i).

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Nash Bargaining SolutionThe Nash bargaining solution (Nash et al., 1950) maximizes the product of utility gains: maxu∈S Qm i=1(ui −d i)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.196464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52465b11-32a6-43d2-836e-1e89862cca39 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.258727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13dcf787-6fa2-4a36-a759-c70ad15ee868 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.294313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9d92785-cd5d-4d11-b874-280988dc3996 · outbound

This paper cites , m, Fk = arg maxf∈F k−1 ρ(k)(f).

Maximin Relative Improvement: Fair Learning as a Bargaining Problem , m, Fk = arg maxf∈F k−1 ρ(k)(f)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.346236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4724b26c-6321-4209-bc60-6cfe6348cb23 · outbound

This paper cites an unresolved cited work.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:26.399224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09c34643-fbfa-4827-9209-804530e19895 · outbound

This paper cites Agarwal, A., Dud ´ık, M., and Wu, Z.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Agarwal, A., Dud ´ık, M., and Wu, Z

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.622217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e66e6115-5275-4bf0-9fc4-0ba57aba9e9c · outbound

This paper cites Berge, C.Topological spaces: including a triatment of mltivalued functions, vector spaces and convexity.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Berge, C.Topological spaces: including a triatment of mltivalued functions, vector spaces and convexity

Reference 129

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.673969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f1a0089-4dfb-4893-b280-9548db4a8530 · outbound

This paper cites Algorithm Design: A Fairness-Accuracy Frontier.

Maximin Relative Improvement: Fair Learning as a Bargaining Problem Algorithm Design: A Fairness-Accuracy Frontier

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:25.728957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.