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Paper Citation Record · LEDGER

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents

As of 21 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2607.22520.

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

pith.paper-citation-record.v1
2607.22520 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T04:31:36.741296Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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 exact0
  • verified fuzzy0
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ca99d40-d56b-4f36-aecf-f961695eb38f · outbound

This paper cites EvoSkill: Automated Skill Discovery for Multi-Agent Systems.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents EvoSkill: Automated Skill Discovery for Multi-Agent Systems

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.480559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.480559Z digest=sha256:1e710969ec1d99abd304259fce2e8ca8b6c59446c9ce5c4558139cf9d60f5375

Observation 4f8563f5-3a3d-4cee-80b1-1488069a387d · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.550409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.550409Z digest=sha256:ff28111adb8a3b99a69b150b1566d7ad1ee21626e3a500ff622e420418b410ab

Observation 9d887ce9-80c7-4101-8784-e9e2962a6171 · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.612396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.612396Z digest=sha256:ac88e3db81e37408953399899df3854f167f11ca74a419f975b745ddb95194fd

Observation 5198b524-eec3-48cd-9bc4-6faa16cc494a · outbound

This paper cites Do LLM-Generated Skills Make Better AI Data Scientists? A Component Ablation Across Data-Science Workflows.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Do LLM-Generated Skills Make Better AI Data Scientists? A Component Ablation Across Data-Science Workflows

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.698995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.698995Z digest=sha256:6f9b76c73f663d75cf6764a86cfaca5605db95c3f3766ea43822fd1efa22be77

Observation 0f6f8af4-4bc0-456a-82ec-a4d98c1b9c2c · outbound

This paper cites SkillGraph: Skill-Augmented Reinforcement Learning for Agents via Evolving Skill Graphs.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents SkillGraph: Skill-Augmented Reinforcement Learning for Agents via Evolving Skill Graphs

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.759137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.759137Z digest=sha256:fc5e1bcb81984d6ebd0713a8674c9e65400f218dec7b8439033a909643357a51

Observation 430c4fac-6e39-441b-8d67-b2f4faf53c3e · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Lost in the Middle: How Language Models Use Long Contexts

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.844535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.844535Z digest=sha256:10a75c2aec8f19406e7aee4b4c8a1450189feeaa28b6dee356da88d0f76cbb80

Observation bb4b0065-044e-4a35-9608-3dee7aa97f4e · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:35.941561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:35.941561Z digest=sha256:6853629c746d4a4263c770fcc7d83c9c7ac82226cb35f2d17774cd038c52c437

Observation c1a61e4f-ff3d-4af4-9764-5d7055f47b82 · outbound

This paper cites GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.025820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.025820Z digest=sha256:b6f2b5be494386009542dabcb4556114178beb1124435f0ad9c71b352968f12a

Observation 0edab161-a66c-4d2c-b92c-8e5b3df1b94a · outbound

This paper cites Recursive Self-Evolving Agents via Held-Out Selection.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Recursive Self-Evolving Agents via Held-Out Selection

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.089162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.089162Z digest=sha256:5065dcfb1ebd6005ec9531785e6c295152dace932d3b5ed8ab64c0b924689b80

Observation aab99a84-26af-4e4b-9840-9c857e024521 · outbound

This paper cites Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.135473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.135473Z digest=sha256:f000debe639e4b0f69b592eed0749ffcf8ab8cb9f0392ecc308c047c8a105598

Observation eae06f7f-e3f3-42f7-a3e6-25e483c040bb · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.203283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.203283Z digest=sha256:fa0355f4f81058b46b4c1857bafb3773449bf2b2f0f1b3d27869931e7d01fef7

Observation 69030504-34e6-4b4c-855b-ea706405a598 · outbound

This paper cites SkillOS: Learning Skill Curation for Self-Evolving Agents.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents SkillOS: Learning Skill Curation for Self-Evolving Agents

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.262301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.262301Z digest=sha256:97b2b0bdc07850f333985332f0676ec8ef19957f5e9337f764f8e3cf9f8a11f5

Observation bf6b75fb-384b-482c-9ebe-de407d7e22c4 · outbound

This paper cites Chi, Nathanael Schärli, and Denny Zhou.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Chi, Nathanael Schärli, and Denny Zhou

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.350407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.350407Z digest=sha256:7212d7474b34ab97b90e18a75be00c27ebc164e557effc8640b3897849dca69c

Observation 925ca3c4-5b1b-49f8-b45c-5dbcfceb7a79 · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.411126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.411126Z digest=sha256:151cb161311efe6b9bf2343ec390b3f9cf90187f00b51a8f76aef414af805d8d

Observation 6134c3c1-c076-4765-9c08-98ac6e90ef8e · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.502436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.502436Z digest=sha256:4910e03744984d357c828ad07aa7693eb40b1ea3cae865a08a5845cf75699a1e

Observation 00c14b36-2285-43d3-9665-e506044f8ef7 · outbound

This paper cites SkillOpt: Executive Strategy for Self-Evolving Agent Skills.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents SkillOpt: Executive Strategy for Self-Evolving Agent Skills

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.564354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.564354Z digest=sha256:16ae405685dec1857de2f9f9f78bc1bab82994282521d46e4f6c2aa8130fbf36

Observation 2cdf0747-59bf-4245-9e9b-0a6eb6fa1677 · outbound

This paper cites an unresolved cited work.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.657029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.657029Z digest=sha256:67e87177a982bcb7a8ae4ddeabb7784ce349c075e5fdd0be645de61a2e7d12b1

Observation e6305c4b-71ae-4bfc-8d42-44ac63a687d8 · outbound

This paper cites SEAGym: An Evaluation Environment for Self-Evolving LLM Agents.

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents SEAGym: An Evaluation Environment for Self-Evolving LLM Agents

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-01T04:31:36.741296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:31:36.741296Z digest=sha256:a84f126eb977dd2b5b7ea1df1f6240b6d03336d4dccd65fd9b911e3ac43e6987

Pith citing papers

No inbound Pith citation observations are available.