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Paper Citation Record · LEDGER

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills

As of 19 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.04562.

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

pith.paper-citation-record.v1
2608.04562 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:07:03.564258Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

18 of 18 outbound references displayed

  • verified exact3
  • verified fuzzy3
  • unresolved11
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1e794b7-462b-4685-8039-4066fc873ff0 · outbound

This paper cites Agent Skill Evaluation and Evolution: Frameworks and Benchmarks.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Agent Skill Evaluation and Evolution: Frameworks and Benchmarks

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:07:04.553181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:02.021712Z digest=sha256:de4ca0e002b2758b8b42099ffaf2f6aead29f2655294e1605b826f2e809f6ecd

Observation 3b20c8f4-fd70-4b88-a5dd-d83c6d850487 · outbound

This paper cites Self-Improvements in Modern Agentic Systems: A Survey.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Self-Improvements in Modern Agentic Systems: A Survey

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.212922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.212922Z digest=sha256:14a1a99e1de8bfab53ec733527a3426b9a873ca7b2cd2605f10930f934c1f00b

Observation 4a05192c-f016-46c1-bdf7-936341e0162c · outbound

This paper cites Max turns.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Max turns

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:07:04.677786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:03.564258Z digest=sha256:2ab5cae7e792a6e57d0872335baea5005bc78f0848a1596eb10211373e219364

Observation e7770d0f-281b-48fa-8819-f16729d7bb90 · outbound

This paper cites Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.370159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.370159Z digest=sha256:d01d1baff463ae15154e3b46a3db5612d1fae5634cb4ad53f01daf95c247d44c

Observation 977fe2dd-ba9a-4b0f-9bd8-2b1a33b73d34 · outbound

This paper cites Skill-R1: Agent Skill Evolution via Reinforcement Learning.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Skill-R1: Agent Skill Evolution via Reinforcement Learning

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.481271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.481271Z digest=sha256:866b70bfb1c532cee8bb89d6f8d5501854303d85644c923ae46a64a90d5202bb

Observation 5f15c4a0-5547-40ce-b1bb-8b6bff6a55e6 · outbound

This paper cites CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.583083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.583083Z digest=sha256:58d8f5253607c494b1026cb4ab17c5637b0da36a7a4d8ba87898760f83a773fc

Observation 6097afcc-ffb0-4259-b43d-3bac922f84bb · outbound

This paper cites SkillClaw: Let Skills Evolve Collectively with Agentic Evolver.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills SkillClaw: Let Skills Evolve Collectively with Agentic Evolver

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.701303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.701303Z digest=sha256:162f821f5bc8a3afce7b04d7b5afbab4bd7410a8f4884102c139df1c165b4445

Observation 91182393-3799-4673-94cc-4bde708abe2e · outbound

This paper cites Krista Opsahl-Ong, Arnav Singhvi, Jasmine Collins, Ivan Zhou, Cindy Wang, Ashutosh Baheti, Owen Oertell, Jacob Portes, Sam Havens, Erich Elsen, et al.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Krista Opsahl-Ong, Arnav Singhvi, Jasmine Collins, Ivan Zhou, Cindy Wang, Ashutosh Baheti, Owen Oertell, Jacob Portes, Sam Havens, Erich Elsen, et al

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.869563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.869563Z digest=sha256:f79dc8ed9663742ec5b43b70517fa9c1d8541779cc6b2ab74460a3dacb76c21d

Observation ff779bc0-4472-42bf-87cb-9becd2edf869 · outbound

This paper cites doi:10.18653/v1/2024.nlp4science-1.1.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills doi:10.18653/v1/2024.nlp4science-1.1

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:03.110181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:03.110181Z digest=sha256:11fe5e460c5014aef5cee99cf98c069a64a126f18067ec48e10f688b49799b57

Observation 21b7d4ca-12fe-4063-87e4-f2a82e3c5896 · outbound

This paper cites DemoShapley: Valuation of demonstrations for in-context learning.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills DemoShapley: Valuation of demonstrations for in-context learning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:07:04.915115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:03.268212Z digest=sha256:f98b2901f031ca6e4ec1dbc6fd22ae9df6475abeea66e5bee93a8d615461b47a

Observation c76efcc5-95c4-458d-9ad9-de06ad1a72fc · outbound

This paper cites doi:10.1109/BIGDATA66926.2025.11402298.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills doi:10.1109/BIGDATA66926.2025.11402298

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:03.344355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:03.344355Z digest=sha256:20e8a647eda3b8cc0061c13f29e375e7657c60676b0f0df49b5fcb98bf52b4e0

Observation 7ef0cdf6-d149-46c2-911c-0df3603d7d3b · outbound

This paper cites Precedence-constrained games restrict admissible orders to linear extensions of a partial order [Faigle and Kern, 1992].

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Precedence-constrained games restrict admissible orders to linear extensions of a partial order [Faigle and Kern, 1992]

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:07:04.797907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:03.471754Z digest=sha256:a5cd9981da16eaaf81daf0afd927ecedf55cf090fcffcd7f48e88064414103ba

Observation 7b98efa9-21fa-4beb-883d-79708207196d · outbound

This paper cites Huichi Zhou, Siyuan Guo, Anjie Liu, Zhongwei Yu, Ziqin Gong, Bowen Zhao, Zhixun Chen, Menglong Zhang, Yihang Chen, Jinsong Li, et al.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Huichi Zhou, Siyuan Guo, Anjie Liu, Zhongwei Yu, Ziqin Gong, Bowen Zhao, Zhixun Chen, Menglong Zhang, Yihang Chen, Jinsong Li, et al

Reference 1977

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.299690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.299690Z digest=sha256:e2c51ce4f37e6e0cdc030d6924ffc1375492ac8f4a1e56e7a896779670ee0108

Observation 60589271-33d6-4ecd-a066-14c56a79ed51 · outbound

This paper cites Hongliang Chi, Wei Jin, Charu C.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Hongliang Chi, Wei Jin, Charu C

Reference 1989

Resolution
verified exact
doi, observed 2026-08-06T22:07:03.976676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:02.791771Z digest=sha256:9a6afd9eaa5bf1865fa7beda9853d82b09fa283d3a3e3af68c40d1aa0866c893

Observation 97e56f76-372c-4a17-805b-090bb6ba152e · outbound

This paper cites Miriam Horovicz and Roni Goldshmidt.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Miriam Horovicz and Roni Goldshmidt

Reference 1992

Resolution
verified exact
doi, observed 2026-08-06T22:07:03.780494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T22:07:02.996211Z digest=sha256:685407c93d8370d131f5395019dacf8d6cf4e95c359da41b9ce32cae9429bd9b

Observation 181afef8-3f19-4527-8b56-89d190e5f70f · outbound

This paper cites Autoskill: Experience-driven lifelong learning via skill self-evolution.arXiv preprint arXiv:2603.01145, 2026b.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills Autoskill: Experience-driven lifelong learning via skill self-evolution.arXiv preprint arXiv:2603.01145, 2026b

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.137399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.137399Z digest=sha256:f5350226856f2bd80e9e7554bd37391c0cd932b27ad34d05592726bbf7b922db

Observation e55b94fe-77aa-45a1-bfe5-8b487688b551 · outbound

This paper cites doi:10.18653/v1/2025.findings- acl.200.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills doi:10.18653/v1/2025.findings- acl.200

Reference 2025

Resolution
malformed identifier
no resolver link, observed 2026-08-06T22:07:03.179497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:03.179497Z digest=sha256:39a642add1a956f0f1311a0b1f701596e89b23a393ae6db6cc0ec8293d0f6944

Observation 5efb73d3-0cce-401b-8cb7-e17935d16460 · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-06T22:07:02.061669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:07:02.061669Z digest=sha256:082df6cb355dc83cfb084d19be0150c93f41d252cbaa48212e29593eee3a4a56

Pith citing papers

No inbound Pith citation observations are available.