Paper Citation Record · LEDGER

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents

As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 2 inbound Pith citation observations for arXiv:2607.07774.

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

pith.paper-citation-record.v1
2607.07774 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T00:49:49.165294Z

measured 25 of 25 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:13:37.772309Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8f6c9ef1-e74c-4c84-8482-75696139657c · outbound

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

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents ReAct: Synergizing Reasoning and Acting in Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:46.289224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 630a5168-7a5d-4d2b-9f3c-04da6736d32a · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:46.451650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65517666-5ed6-4471-8d40-64d34ec78024 · outbound

This paper cites catastrophic failure.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents catastrophic failure

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:46.719319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44cd1c97-f965-4333-8ddf-6691fc84310d · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Constitutional AI: Harmlessness from AI Feedback

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:46.823590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9401af59-69f5-44bf-9c14-9fa2d3c67436 · outbound

This paper cites AI Control: Improving Safety Despite Intentional Subversion.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents AI Control: Improving Safety Despite Intentional Subversion

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:46.954375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03bded5e-45f8-48d9-ac1c-7cdfd26c7d88 · outbound

This paper cites Alice in Warningland: A Large-Scale Field Study of Browser Security Warning Effectiveness.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Alice in Warningland: A Large-Scale Field Study of Browser Security Warning Effectiveness

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.075939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7cd8da-658c-4d6e-8156-3de52398fe6c · outbound

This paper cites Identifying the Risks of LM Agents with an LM-Emulated Sandbox.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Identifying the Risks of LM Agents with an LM-Emulated Sandbox

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.187917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2cd7304-7fc1-45a9-8fa9-42d03cbb0b28 · outbound

This paper cites PentestJudge: Judging Agent Behavior Against Operational Requirements.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.308580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4713d95-fe70-4703-bb12-8967787a7cf0 · outbound

This paper cites PentestGPT: An LLM-empowered Automatic Penetration Testing Tool.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.427124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9493f507-6bca-4225-9dea-94b586a894ff · outbound

This paper cites Zhang, Neil Perry, Riya Dulepet, Joey Ji, Celeste Menders, et al.Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Zhang, Neil Perry, Riya Dulepet, Joey Ji, Celeste Menders, et al.Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.547711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4497560-0b79-4c7d-9ea0-8335636de5e3 · outbound

This paper cites an unresolved cited work.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.817917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14a50ee6-59d7-4e62-ab48-d45b2ea4b12a · outbound

This paper cites Efficient and Sound Probabilistic Verification for AI Agents.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Efficient and Sound Probabilistic Verification for AI Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.936349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 699c0921-412f-408c-af41-6900b077ad48 · outbound

This paper cites Measuring Progress on Scalable Oversight for Large Language Models.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Measuring Progress on Scalable Oversight for Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.020275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64ab1efd-d92d-4186-af8c-e016dd9a5513 · outbound

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

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.136469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcc8c37e-1333-47c1-9749-544b090ef3f7 · outbound

This paper cites Defining and Characterizing Reward Hacking.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Defining and Characterizing Reward Hacking

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.269583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97cee44b-173d-4464-a698-e6485926d56f · outbound

This paper cites EvilGenie: A Reward Hacking Benchmark.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents EvilGenie: A Reward Hacking Benchmark

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.425904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762c59e8-7688-410d-bce8-423104fe18b7 · outbound

This paper cites an unresolved cited work.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.575969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8917d963-807d-43dd-9192-9006fe862c82 · outbound

This paper cites CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.764365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc42954-0bac-450c-93e7-4b1ac1d1288b · outbound

This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents PaperBench: Evaluating AI's Ability to Replicate AI Research

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.856448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68315fdf-0b44-409f-9607-3bbec8c7864d · outbound

This paper cites Measuring nominal scale agreement among many raters.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Measuring nominal scale agreement among many raters

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:48.946579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ee7841a-0c3e-4163-9a3c-c2e20a00d290 · outbound

This paper cites A coefficient of agreement for nominal scales.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents A coefficient of agreement for nominal scales

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:49.067530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10a02906-082b-493b-9f0d-913317caac86 · outbound

This paper cites The measurement of observer agreement for categorical data.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents The measurement of observer agreement for categorical data

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:49.165294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c92e11-d7bc-443a-8ac8-4bfc8b6376c6 · outbound

This paper cites Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.662275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c3296c37-e76f-455f-9bad-bc9a8554d11a · inbound

When Do Agent Loops Mistake Stagnation for Progress? Self-Evaluation Bias and Externally Grounded Verification in Long-Running Autonomous LLM Agent Loops cites this paper.

When Do Agent Loops Mistake Stagnation for Progress? Self-Evaluation Bias and Externally Grounded Verification in Long-Running Autonomous LLM Agent Loops ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T00:05:59.839451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fd87db3-b8be-480c-b0fc-8eee94595811 · inbound

StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents cites this paper.

StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T00:13:37.772309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.