Paper Citation Record · LEDGER

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop

As of 17 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.23002.

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

pith.paper-citation-record.v1
2607.23002 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T03:57:40.804853Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c72079c3-cb88-4ff8-bbd8-11d56d9f99b7 · outbound

This paper cites HITS: High-coverage LLM-based Unit Test Generation via Method Slicing.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop HITS: High-coverage LLM-based Unit Test Generation via Method Slicing

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.762460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77756427-eb8a-4b8b-b500-35275fd6bb24 · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop LLM Evaluators Recognize and Favor Their Own Generations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.766985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1890c78-32a4-43c5-9ac1-cc910ac0fc50 · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.771519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5edd23c8-e32f-443d-abcc-7c43b8f7eec3 · outbound

This paper cites Great Models Think Alike and this Undermines AI Oversight.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Great Models Think Alike and this Undermines AI Oversight

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.784183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96d9aec-229d-49c0-8c0f-0037c26bb2c9 · outbound

This paper cites TestForge: Feedback-Driven, Agentic Test Suite Generation.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.788358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec47ea65-66f6-4941-ac0c-7d60aa9fefde · outbound

This paper cites Registered Reports in Software Engineering.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Registered Reports in Software Engineering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.792701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22056d44-b81a-4ae6-bab1-f2b8f129ee90 · outbound

This paper cites Fuzz4All: Universal Fuzzing with Large Language Models.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Fuzz4All: Universal Fuzzing with Large Language Models

Reference 126

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.804853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b038097-1569-4f96-8f5a-a1e3dc6c6fdf · outbound

This paper cites Mutation Testing Advances: An Analysis and Survey.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Mutation Testing Advances: An Analysis and Survey

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.796638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492a5aa9-ba2e-4100-ae62-220eb02b0a47 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.800920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d0c53ab-c15b-4822-816e-caade29f8723 · outbound

This paper cites Pynguin: Automated Unit Test Generation for Python.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Pynguin: Automated Unit Test Generation for Python

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.758128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 693eb81b-ba9b-48e2-aa95-db5bfc04361a · outbound

This paper cites An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.753104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba55738c-e6e6-46c6-b77c-84eb57d5b856 · outbound

This paper cites Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.775727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e272ef24-f536-4312-a1da-6ec30669cf8b · outbound

This paper cites Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.779886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.