Paper Citation Record · LEDGER

Hypothesis-Driven Skill Optimization for LLM Agents

As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2606.22330.

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

pith.paper-citation-record.v1
2606.22330 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T11:14:51.681379Z

measured 21 of 21 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:44:32.582166Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10cb7dd7-8ec3-429b-b2d0-ce0c3c588b97 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1001429-4ff2-43b2-a862-7a8a783fda53 · outbound

This paper cites Require a same-task-type contrast between at least one successful trace and one failed trace.

Hypothesis-Driven Skill Optimization for LLM Agents Require a same-task-type contrast between at least one successful trace and one failed trace

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dede14bb-c2d2-4b3a-9089-6bb23d86c7f7 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59025007-d2de-49ad-952e-a2beffeaecec · outbound

This paper cites The compiled skill must directly operationalize the claimed mechanism.

Hypothesis-Driven Skill Optimization for LLM Agents The compiled skill must directly operationalize the claimed mechanism

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8861d317-af4c-49c4-85b1-8351e0854c38 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22c1e41-6038-49b0-ada1-643502faf674 · outbound

This paper cites Separately judge whether the underlying direction is wrong, promising but implemented poorly, or merely underpowered.

Hypothesis-Driven Skill Optimization for LLM Agents Separately judge whether the underlying direction is wrong, promising but implemented poorly, or merely underpowered

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc10628b-bd65-49f9-9ba0-1dcdc43fc660 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 263162ee-a738-4c89-a5cd-fc830b68e43a · outbound

This paper cites think carefully.

Hypothesis-Driven Skill Optimization for LLM Agents think carefully

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf2861ff-9f58-4fd0-a986-114ad23d7033 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ad9e93-805c-4946-8cce-ccbcdacb593d · outbound

This paper cites microwave.

Hypothesis-Driven Skill Optimization for LLM Agents microwave

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9754d543-fa70-4f51-946a-2a41f27d210a · outbound

This paper cites move", "open.

Hypothesis-Driven Skill Optimization for LLM Agents move", "open

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 385693e8-203c-4e91-9dc0-76157e8cb6d0 · outbound

This paper cites heat [obj] with microwave.

Hypothesis-Driven Skill Optimization for LLM Agents heat [obj] with microwave

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95302bbf-b5a3-498e-b571-d0942be02fcf · outbound

This paper cites look_at_obj.

Hypothesis-Driven Skill Optimization for LLM Agents look_at_obj

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8505f5e8-aa19-433c-a7b2-551519a646ed · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f849aeb0-adec-4ae5-afab-fc7d632d6582 · outbound

This paper cites an unresolved cited work.

Hypothesis-Driven Skill Optimization for LLM Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cfab90b-aef0-4d45-8a8c-e64bb8b30896 · outbound

This paper cites take [target] from [location].

Hypothesis-Driven Skill Optimization for LLM Agents take [target] from [location]

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 538aaccd-c254-4698-9dfa-8c893d501b2a · outbound

This paper cites use [light].

Hypothesis-Driven Skill Optimization for LLM Agents use [light]

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e607d5f-936d-468f-8e52-e260ea06121a · outbound

This paper cites take", queue.

Hypothesis-Driven Skill Optimization for LLM Agents take", queue

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74676f85-dab3-423d-95ae-de14a9cce536 · outbound

This paper cites take" if the object is already in inventory. Do not block.

Hypothesis-Driven Skill Optimization for LLM Agents take" if the object is already in inventory. Do not block

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T11:14:51.681379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b2b096c7-8664-4223-b5a8-c854f926392a · inbound

Self-Supervised Skill Optimization cites this paper.

Self-Supervised Skill Optimization Hypothesis-Driven Skill Optimization for LLM Agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T00:30:35.828459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea04052-8ccf-4dd9-abb3-6b21b0a0efbc · inbound

Trajectories That Segment Themselves: Agent-Declared Boundaries as a Training Unit cites this paper.

Trajectories That Segment Themselves: Agent-Declared Boundaries as a Training Unit Hypothesis-Driven Skill Optimization for LLM Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T09:44:32.582166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.