Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:02.021712Z digest=sha256:d4c62d070ebc472b3ab04c94c8e8da7a5382dbe12152e82a70b87855e8f00489

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=sha256:2ca54a89208d412ffc4e6ae5fe4ff3170c151221ea9e7a0f796ea1bd5005fdf5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:03.564258Z digest=sha256:8360dc75d3d1be9dbb86616745cad3357d5cb9f7e4f172e96723c64175d5cc9d

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:a71bf1bb3d40117320f253ad7b34d1f19b7e87a4734b96e9ae272e1348861292

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=sha256:66f6a77a1fe4cc716829aeee7c1aa23aa2b550f4398ac69b734f3a6d72072edb

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:abc35c932dcaeec00a5828db8c33ab7e26dbe8d0c5fd1253bf6510679f9d89e4

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=sha256:457a29642fa50f8343c48acd5da5be73cf025cea6eacab1fd1358ff11701dedb

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=sha256:371b97d4e66ceb4244ef3167c4886d558e8c898648ceea4a6cf3f2d7a302676a

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:d191332341cf89218dbc1610bc52c992be45e5421742cd4cb64fcbb225c7bd33

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:03.268212Z digest=sha256:12ce3c172c16c60ec3057b8c4eb6184c11cd07df8ac9b3900e7fff6e9bbec47f

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:bd7bdc49dc00110cb37c071de083945f4dce24b967dbae0ceb06fefa17b9e75e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:03.471754Z digest=sha256:464a566e71fc4fc955e600965ba98a985fc2d948572fdc0d50140332dfbfd0c8

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=sha256:036e77d2c9a1a2e51c0c645ff0a7d63e78060050965c29cbae5ceb3ddfc88291

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:02.791771Z digest=sha256:3f93998de50cb1c3850a8ab3f9c02d11673a3f28c515f033433fc491f03607b4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:07:02.996211Z digest=sha256:41beac0c5b163083de82cd13a7db6e86f0cb5062697448ae5d961bcd7f0624d2

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=sha256:638d60a6176dad0b38e043eedb51a2d3002d598ff076548c68ad18dadea31e54

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=sha256:7351c2d9115bf1380cfe60e6ef8298392d36b44cd6c8ec5e5a107df09154f8e5

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:dffa41b554083e53bf3183d84b39bb831b2ba6691f213aa4e8ae575f1109b339

Pith citing papers

No inbound Pith citation observations are available.