Pith. sign in

Paper Citation Record · LEDGER

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents

As of 19 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.13173.

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

pith.paper-citation-record.v1
2608.13173 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:10:37.255118Z

measured 28 of 28 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

28 of 28 outbound references displayed

  • verified exact7
  • verified fuzzy10
  • unresolved8
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a7b70ba-1594-4af0-b863-1474f90f44f0 · outbound

This paper cites Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhari- wal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhari- wal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.491513Z

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=2026-08-15T15:10:37.171789Z digest=sha256:d6465f8b474c7eef1ba3a820ff7b43eca315737f67a5d221bba296c274acb161

Observation ed712fcd-e25b-4352-86d8-f9ef66e91ded · outbound

This paper cites GPT-4 technical report, 2023.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents GPT-4 technical report, 2023

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.175791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.175791Z digest=sha256:5745cc0c0fa6c8c8568a4ed28d6ccd4c3690e4d52b76067d834ebf7d6a71c9a9

Observation 41e2a6da-7127-4077-9833-d2bbdd25aae1 · outbound

This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik R.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik R

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.478427Z

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=2026-08-15T15:10:37.178378Z digest=sha256:0b086ce3bf6a567a2ac1513ad8e523ce97fba758d9c0de90dd9a83cf2ed1e6e3

Observation 69cdbd92-b442-4900-b548-ce280587efb3 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents ReAct: Synergizing Reasoning and Acting in Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.181074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.181074Z digest=sha256:69819908d77679477a649e7be1b3960d1f5f0dbf7dcf9937b152589f3dfebaf6

Observation f4752d9f-76e9-40bc-bb7e-851f4838572d · outbound

This paper cites Joshi, Hanna Moazam, Heather 11 Miller, Matei Zaharia, and Christopher Potts.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Joshi, Hanna Moazam, Heather 11 Miller, Matei Zaharia, and Christopher Potts

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.469901Z

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=2026-08-15T15:10:37.183958Z digest=sha256:9844d6cd7fc9140e81305428ad1e36d61fca406ab838f5cac4c186822fdab5c9

Observation 2a7e19e6-aaf6-45af-b9e4-25c6de385ef7 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Toolformer: Language models can teach themselves to use tools

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.189800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.189800Z digest=sha256:fefc82fc5d2bc91ff162617cfbfa2d2a9afb62535e2167d93195c7404406307a

Observation 8242f0bd-57ab-469d-8caf-25c6cdad5672 · outbound

This paper cites Augmented language models: a survey.Transactions on Machine Learning Research, 2023.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Augmented language models: a survey.Transactions on Machine Learning Research, 2023

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.461348Z

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=2026-08-15T15:10:37.192620Z digest=sha256:d59d1cbdf6e3460965851a46fa4a06ea4e7759c00e011bd7304251ae92b57bd6

Observation a04cf33f-9995-404b-b615-45b0666a8f95 · outbound

This paper cites an unresolved cited work.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.195249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.195249Z digest=sha256:35e49b6a1fa1ddbe698ed1a685b1b50cb0282cb44ef1a660eccf89346ac08ad7

Observation 26e5f699-9a93-4abf-827b-f0db4ea08d7d · outbound

This paper cites A unified approach to interpreting model predictions.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents A unified approach to interpreting model predictions

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.197792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.197792Z digest=sha256:8a846954d8a9799ef61c88f85662d105de44177954386d0607387d35b4616a74

Observation 0c284558-e2cc-4240-923f-98721731a064 · outbound

This paper cites Data Shapley: Equitable valuation of data for machine learning.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Data Shapley: Equitable valuation of data for machine learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.447299Z

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=2026-08-15T15:10:37.200355Z digest=sha256:23a434adac23c259a3ab9f777fb31c9796cae0f5649c0449e516f59b9c5e6777

Observation 22b732aa-c689-4f5a-9675-7dec6c3add64 · outbound

This paper cites SkillsBench: Benchmarking how well agent skills work across diverse tasks, 2026.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents SkillsBench: Benchmarking how well agent skills work across diverse tasks, 2026

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.439015Z

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=2026-08-15T15:10:37.202952Z digest=sha256:5f039fc046358cd904289a5083e137f5f5fdf3e73e1dc50cc7ec943f76d12ed4

Observation 23dadf9d-1f85-45cc-979f-ef34fa95a87a · outbound

This paper cites FROSTER: Frozen CLIP Is A Strong Teacher for Open-Vocabulary Action Recognition.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents FROSTER: Frozen CLIP Is A Strong Teacher for Open-Vocabulary Action Recognition

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.205352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.205352Z digest=sha256:fc39863ba0dfab3e0af60ef37dde6e4bfae14cd19e3428d1dafeb41264bc1340

Observation 696b5c9c-5883-45ad-ac5d-a78bef45b6b2 · outbound

This paper cites SkillAxe:SharpeningLLM-authored agent skills through evaluation-guided self-refinement, 2026.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents SkillAxe:SharpeningLLM-authored agent skills through evaluation-guided self-refinement, 2026

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.431259Z

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=2026-08-15T15:10:37.208503Z digest=sha256:122db854a07c1c3af7efa4012e3529a9cbce5d6be8b1991bb20bc6d9a500ddec

Observation a6a52e26-a0bf-431f-a63d-f6196f56aac5 · outbound

This paper cites SkillRe- ducer: Optimizing LLM agent skills for token efficiency, 2026.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents SkillRe- ducer: Optimizing LLM agent skills for token efficiency, 2026

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.423190Z

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=2026-08-15T15:10:37.211641Z digest=sha256:11e3fced0eef0e2e9fb77573c880f16af150ea9ba78f5acec1f2c56945e4d1fd

Observation a5f0d6b4-8efb-4356-a339-92b95e9a899a · outbound

This paper cites SkCC: Portable and secure skill compilation for cross-framework LLM agents, 2026.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents SkCC: Portable and secure skill compilation for cross-framework LLM agents, 2026

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.415092Z

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=2026-08-15T15:10:37.214593Z digest=sha256:2b7d3f086dc2dc7f662a5e8e0207d0ef656314cec15bf863452a18a4d5a87eba

Observation 583078cc-defe-47c0-8b80-0b41ed108438 · outbound

This paper cites Howcanweknowwhatlanguage models know?Transactions of the Association for Computational Linguistics, 8:423–438, 2020.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Howcanweknowwhatlanguage models know?Transactions of the Association for Computational Linguistics, 8:423–438, 2020

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T15:10:37.217785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.217785Z digest=sha256:f0d3e17b6260f052b050ea093099b3e5382ea0752d8d4db01bdf0f543392abc1

Observation 5e1a331e-9a98-4b5a-9ddc-128748e39bf1 · outbound

This paper cites LLMLingua: Com- pressing prompts for accelerated inference of large language models.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents LLMLingua: Com- pressing prompts for accelerated inference of large language models

Reference 17

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.333897Z

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=2026-08-15T15:10:37.221069Z digest=sha256:36e673d411657ab5557348b0f6d7997bf4696d4304e311e43821ad410d9f1bbb

Observation 9d4810fa-72ae-4d76-a585-39720f5b6c85 · outbound

This paper cites LongLLMLingua: Accelerating and enhancing LLMs in long context scenarios via prompt 12 compression.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents LongLLMLingua: Accelerating and enhancing LLMs in long context scenarios via prompt 12 compression

Reference 18

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.325438Z

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=2026-08-15T15:10:37.224235Z digest=sha256:0694872f986255f439b2f8797d65463b90395a5914a0473b7dc1ce1840312fee

Observation cf6d1fc1-8672-4860-8a9e-bc2a826dce68 · outbound

This paper cites SHAP- based explanation methods: A review for NLP interpretability.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents SHAP- based explanation methods: A review for NLP interpretability

Reference 19

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T15:10:37.407122Z

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=2026-08-15T15:10:37.227566Z digest=sha256:e44e921c32fac3e8c59b4e1af129b9f6d414e1c5f8e3815701b6dd981b610fd9

Observation e77aeddd-c875-4b7f-88e9-5abc9abaf771 · outbound

This paper cites TokenSHAP: Interpreting large language models with Monte Carlo Shapley value estimation.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents TokenSHAP: Interpreting large language models with Monte Carlo Shapley value estimation

Reference 20

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.317223Z

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=2026-08-15T15:10:37.231463Z digest=sha256:e7f6784a31e581edeafed9337af8557250d2a5e0d2afac14f36b94e2490e93a4

Observation 647b5702-3f95-4187-a9bd-9ce0b2ce8cbc · outbound

This paper cites Polynomial calculation of the Shapley value based on sampling.Computers & Operations Research, 36(5):1726–1730, 2009.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Polynomial calculation of the Shapley value based on sampling.Computers & Operations Research, 36(5):1726–1730, 2009

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-15T15:10:37.234686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:10:37.234686Z digest=sha256:b57a0ea4823d2aff46f88cff5f172590f04e3fa45b361dea8dd75da495842fc3

Observation d99d74e3-eaf1-4255-b917-e5d34f903b55 · outbound

This paper cites Improving polynomial estima- tion of the Shapley value by stratified random sampling with optimum allocation.Computers & Operations Research, 82:180–188, 2017.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Improving polynomial estima- tion of the Shapley value by stratified random sampling with optimum allocation.Computers & Operations Research, 82:180–188, 2017

Reference 22

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.302346Z

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=2026-08-15T15:10:37.238478Z digest=sha256:a22814c088da4fa336ee624316ebdbdb914d571b44d45d4812d19b0ba45752a8

Observation fc251964-5688-4df8-9cec-1479538a8f10 · outbound

This paper cites Burgess and Archie C.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Burgess and Archie C

Reference 23

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.292219Z

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=2026-08-15T15:10:37.241859Z digest=sha256:d8f777d43d9bc7d9b2c443b1baa8fc514ef578e3abd0629495568fd016ed841d

Observation 274c31df-4eb0-4e72-bc9c-e59acb85ad93 · outbound

This paper cites FastSHAP: Real-time Shapley value estimation.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents FastSHAP: Real-time Shapley value estimation

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:10:37.399842Z

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=2026-08-15T15:10:37.244943Z digest=sha256:c531c0b0755261e10accd772cfc1d4e229c85ead1c7a76ca8c334738689229f0

Observation 5d647339-1597-47e9-bfa4-760b57d7cd70 · outbound

This paper cites Covert, Scott M.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Covert, Scott M

Reference 25

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T15:10:37.392020Z

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=2026-08-15T15:10:37.248592Z digest=sha256:f14b75f96438ad2349737e7577ba1f49d71784f5b717a5b12f94c1fdbc8d4026

Observation cdfef47f-f050-4588-89ac-a6c344395ffe · outbound

This paper cites an unresolved cited work.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:10:37.382468Z

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=2026-08-15T15:10:37.251786Z digest=sha256:97bad84effb9302a7888f4790d957165d485cbab3bbe72bdf50c59ed2e4940f2

Observation 8fe44386-439f-409c-bf2f-adb6e4b3a0d4 · outbound

This paper cites an unresolved cited work.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents Unresolved cited work

Reference 1979

Resolution
verified exact
doi, observed 2026-08-15T15:10:37.283493Z

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=2026-08-15T15:10:37.255118Z digest=sha256:dc45863bec43af2d4e972c0b7da3fc2aae8a8fbfec47154b8680b0c9a2265a67

Observation 4ac95b32-56f2-43d0-b182-dd9a795b66a1 · outbound

This paper cites A Comprehensive Indoor Environment Dataset from Single-family Houses in the US.

SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents A Comprehensive Indoor Environment Dataset from Single-family Houses in the US

Reference 2024

Resolution
verified exact
local_arxiv, observed 2026-08-15T15:10:37.366275Z

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=2026-08-15T15:10:37.186846Z digest=sha256:83795b2f3788cf8fa126125359533ab15056fa428328a080748c11591581e649

Pith citing papers

No inbound Pith citation observations are available.