Paper Citation Record · LEDGER

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback

As of 14 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.07926.

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

pith.paper-citation-record.v1
2608.07926 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:43:42.949997Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

20 of 20 outbound references displayed

verified exact1
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3c2c17c-6b46-4b6b-9882-cd349cb8971f · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.335207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a3dfc363-9cbd-4f38-a51a-b43c9f7b9784 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.327517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 29d7991f-1c0a-48b8-be52-b460e39838ea · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.903191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e154981-071e-47b4-b357-d4fd87425652 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.906334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 890dc7ee-5cb6-47b5-9583-8ea66d4510f0 · outbound

This paper cites LLM Test Generation via Iterative Hybrid Program Analysis.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback LLM Test Generation via Iterative Hybrid Program Analysis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.909402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd025c4-0cc5-4aad-814c-0838c63c140d · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.319943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e842d359-b8ae-40e2-99e2-52bb67da7271 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.312363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 80290751-f4d0-4421-9e66-e1b6ed1b0b18 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.918244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4dedb44-21b0-4219-b299-c6edc4636f22 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.300522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5f6737e7-be07-4b14-8673-78d9bac12a14 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-12T00:43:42.923466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d57a40-3035-466b-a4d2-8d68af58d177 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.292489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 95e2d89a-7c6f-4c0d-a906-2a65e4726db5 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.284585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 56935370-cd98-4ac0-af2e-1f1280a4c63b · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.931441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30150493-2b65-4562-939b-577e61358782 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.276287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4811e981-e557-4f3a-bcca-3e553dcac37c · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.936570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b411e3f-e4e1-4d74-8258-5af47f425dde · outbound

This paper cites Code-Augur: Agentic Vulnerability Detection via Specification Inference.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Code-Augur: Agentic Vulnerability Detection via Specification Inference

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.939143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f773e464-7c1f-4b32-bd9c-b04fc3307b4b · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T00:43:42.942121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2872845f-d06c-4723-b1dd-a56cf2d90e57 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.259952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7e2923ac-2a0d-43c4-9457-e4e72b02a3a2 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:43:43.052927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3595eeb2-980c-4510-b723-331aa1b7ad26 · outbound

This paper cites an unresolved cited work.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:43:43.252890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.