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Paper Citation Record · LEDGER

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning

As of 15 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 2 inbound Pith citation observations for arXiv:2502.09724.

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

pith.paper-citation-record.v1
2502.09724 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:50:31.135841Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:06:03.751052Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved7
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch1

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation ea0adc43-e64a-424b-b978-620b7d6c3408 · outbound

This paper cites an unresolved cited work.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T20:50:31.487200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.126672Z digest=sha256:fbae0b29ba0473a874cb85575d2bad2b2c42036bdb7d548aaaa99ca9ad19ff6a

Observation 9d62420c-2801-415b-b332-4413fefbe4cb · outbound

This paper cites an unresolved cited work.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T20:50:31.504744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.120646Z digest=sha256:c0ff0db82000f80413d83dcc430dbddd9439bee3288c69ea2e691e4ffd5ecef5

Observation 2cf246f4-e701-475a-a30d-45540fb14ced · outbound

This paper cites Then, for all distinct p, q≤ 1, w(q) − w(p) q − p ≤ κ ln κ.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Then, for all distinct p, q≤ 1, w(q) − w(p) q − p ≤ κ ln κ

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T20:50:31.495994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.123579Z digest=sha256:ce00fdc2cea054a2a14f01fecfbd03c5305ad6a25e3c53b8846bcb17ec9f6ad8

Observation e42538d4-326d-4707-b746-de1b759eb34d · outbound

This paper cites ISBN 9781450394321.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning ISBN 9781450394321

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T20:50:31.375514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.110384Z digest=sha256:bab9d40c9974472455072c17a782873fb5e62aabff46826fea251fa012e89249

Observation 1ea829cf-606f-49b7-a3db-4abbb4282706 · outbound

This paper cites reasonable.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning reasonable

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T20:50:31.479173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.129633Z digest=sha256:8a9cfb75026f2d2a4ac394032cf713aef6a68177f619cda714eea3606358187a

Observation 905dcce8-7ee0-43e6-b325-30820b9fd20e · outbound

This paper cites an unresolved cited work.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T20:50:31.470251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.133012Z digest=sha256:88ee9bcc9115581eab4dd323855a3c6893faae1e6c2df321d896015f629dd998

Observation 092a0951-60fe-48ef-b26a-8637f641e367 · outbound

This paper cites In our experiments, we set N = 59 and construct |Π| = 200 balancing policies as feasible set.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning In our experiments, we set N = 59 and construct |Π| = 200 balancing policies as feasible set

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T20:50:31.460841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.135841Z digest=sha256:e11c09a8b40666bf7d66e63d20958d8eabf554888a123a89e134794f97e3ad88

Observation bf95fa41-2a92-41f6-a3d7-2b5c54b3700a · outbound

This paper cites URL http://www.jstor.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning URL http://www.jstor

Reference 1988

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T20:50:31.241075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.117217Z digest=sha256:b976acb8801c8b671bda3ea2774dfbd575429b560e0197127d838eb6f2350b9c

Observation 72ca10b9-b388-4f01-91dd-4816c052f290 · outbound

This paper cites Shresth Verma, Gargi Singh, Aditya Mate, Paritosh Verma, Sruthi Gorantla, Neha Madhiwalla, Aparna Hegde, Divy Thakkar, Manish Jain, Milind Tambe, et al.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Shresth Verma, Gargi Singh, Aditya Mate, Paritosh Verma, Sruthi Gorantla, Neha Madhiwalla, Aparna Hegde, Divy Thakkar, Manish Jain, Milind Tambe, et al

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-07T20:50:31.114059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T20:50:31.114059Z digest=sha256:ca8f58b55d5d1345d04f76a1f535610e7bd801bb1d60dced38887ee8601f54ce

Observation fb174db5-6194-40b7-8328-b0336c42352f · outbound

This paper cites Cyrus Cousins.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Cyrus Cousins

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T20:50:31.103541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T20:50:31.103541Z digest=sha256:b4155b24fab3c40365e37ae9f079fc48f4564518565216e7218cb22db17ea1cd

Observation 7d22f75e-f066-4580-838a-0cdad95a1bb5 · outbound

This paper cites Data-Driven Solution Portfolios.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Data-Driven Solution Portfolios

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T20:50:31.106801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T20:50:31.106801Z digest=sha256:89414664f061911c8e5520d8ead794b5a1cbd124d0f5cc436a3810aae8313433

Observation 6471e453-eade-4409-8a6b-3bdaf948f2b1 · outbound

This paper cites an unresolved cited work.

Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-07T20:50:31.513425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T20:50:31.099692Z digest=sha256:7ec99ced38c495ea7930ded87cd1f504a93ebb6947bdfd5f17dee42c94030d3f

Pith citing papers

Observation a7100fb3-e5ed-4b02-aae9-7719b526a37e · inbound

Multi-User Dueling Bandits: A Fair Approach using Nash Social Welfare cites this paper.

Multi-User Dueling Bandits: A Fair Approach using Nash Social Welfare Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:11:06.353212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-10T15:06:03.751052Z digest=sha256:99307262c6df5268655d363469cb1965ae79edfa4ad19450e766804b16a448c5

Observation 4e363cab-1b62-4093-acd9-dc4edf14887b · inbound

Why Global LLM Leaderboards Are Misleading: Small Portfolios for Heterogeneous Supervised ML cites this paper.

Why Global LLM Leaderboards Are Misleading: Small Portfolios for Heterogeneous Supervised ML Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-08T21:44:16.011053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-08T12:05:32.881629Z digest=sha256:29fd75f639e3cc6bfc4bb6df70d9c22b69ca09859572dc29a9e947948dc92e11