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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.126672Z digest=sha256:64fb8ab18be574855b8ac591e98cfd940c3ab021db4a6c0223080f2633a3704e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.120646Z digest=sha256:3debc6136f972bb4e8c91f16323be0d055194a02cecd2c120b59f0d2a9c5cad4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.123579Z digest=sha256:857e072d26eadc77028fee89d086c6947523270e71148c59962c27f2b14e6747

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.110384Z digest=sha256:d9bb431af7456f37f1d0053687fd4023320e030a6921bec1b3d202bb66eb2303

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.129633Z digest=sha256:81ae41fc279b430f5ccdd5afde711ce4686b4815c150d63d0f0d3b8bc1ef1ab2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.133012Z digest=sha256:85a9b662eda9fc910395efb6258fbe23bc5334abaffbc26a553b63de80e1ab75

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.135841Z digest=sha256:1ccc6eae1fb9f93fe34b74241e8f5e052f04f2b6c6398ff83e45e2cf09761fe1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.117217Z digest=sha256:dafda0f52a61493f6a878b69b4f69edcdadc05ba8976fe9a029c5d426ed6f5d6

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=sha256:4256b65b2497ce2151a9d9591e35151eba58b8b2a9a8fc48da117041456a428f

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=sha256:157d7564da6f0d1f23ca0ceea8d2311c43e1a02a0cc730e393c2495c6e688512

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=sha256:97f2ca0ae1370a3a6366d2d4541dc48d92cc2a4a12f946acdf6603e6fe65449a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T20:50:31.099692Z digest=sha256:49ba2560760bd2b663b5f19e63b89fc50b28ba11acc4b1d648e1dec39f1c6b46

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T15:06:03.751052Z digest=sha256:d83cf5a42307ebe9ae0296fdf07b99d5b1c308c114ea6ff7d467d5e9ca1d31e9

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-08T12:05:32.881629Z digest=sha256:c707479594122cd832a2948ef662795325350f918d051d9880d72c25cbd317b6