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Paper Citation Record · LEDGER

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

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

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

source=pdf_text observed=2026-08-06T22:07:02.021712Z digest=sha256:4153b4973438af818a505d67a6ef9920b1a7191ccc8b5d3c6ee4edec1a5ad59d

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=sha256:4cace8b01ce122a5e2317489178331fcb7827460a68f0706646c6579f1aad503

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

source=pdf_text observed=2026-08-06T22:07:03.564258Z digest=sha256:11936251757773fabb3f48ab507d32d8e5b5f0700c1d602931f6bf01f0ab8a17

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=sha256:5f662294f2ca26c7e378e032193b96f2a1e8bba742de79e9a7cb85d25c2fe46c

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=sha256:43fee69aab5343b67e068400ea19999558e26bfca713980c1a6abda7a076d633

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:b1e870cbbc290a5062a781d55e7e5070ce05878329ffd289f7b3f415cb31a0df

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:cb5c65314964f004e170731f63816f20db80457390c626d9e7fad979503ce83e

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=sha256:5ae5bd169224372e0e9bd795a358ac25af9d707a6839cfd547a496901ab5bf3e

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=sha256:9d5390db5c20d2e5e37d28b565d6fb1db3ff4d8bf2dbdde47be93e3eaf04b888

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

source=pdf_text observed=2026-08-06T22:07:03.268212Z digest=sha256:35d2e427339857496d96a5d6227387b0b4b75c938041df546557b51f2c16884b

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:a4d6ed6ed21f7e789fa045e3829dc446281b6a8658e885cc99dc0f04cc093d05

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

source=pdf_text observed=2026-08-06T22:07:03.471754Z digest=sha256:69b8f9ce88f56cd22db167523eec3da5c4754f64fe4ac51dfeb59c9e709b5b36

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=sha256:2e80b69202561c6f43384274fd9ca1aa835b70fcd73d4bcf4b4b30551e40b119

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

source=pdf_text observed=2026-08-06T22:07:02.791771Z digest=sha256:20ca9cd56bd1cb0f47bbe761ea1d1c634a055453236e7063716d7155acd2596d

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

source=pdf_text observed=2026-08-06T22:07:02.996211Z digest=sha256:1509daa08861fc81672b20abf97174747849ec9562c8e18ded022f9ff4017886

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=sha256:250e74854fcc6128a520b1872a48c340acc2f6f2958636a525c5d30a23a58f33

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:e3f7848b1f22e1607893dd55a3d107956b32d8987cd22f3844d2c06715c89126

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:bfe0d8be99e9ec714d76183f84c64f6df35efc97be97c5eddd19ed9f2da0a3e7

Pith citing papers

No inbound Pith citation observations are available.