Claim

In the study’s experiments, AQAGC outperformed the reported classical, probabilistic, quantum-walk and hybrid baselines across attack-path discovery, ranking, scalability, robustness and explainability measures.

Type OBSERVATIONAL · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 20395

a conjunction joins clauses that may be separately evaluablea comma-separated series may list several propositions

Referenced 104 times: checked 2, looked up by assistants 0, viewed 68, shared 34. A count of attention, not evidence.

Topics

Security · 1efd24fe Statistics · 1efd24fe

Assessment

Supported

Score: 0.9781 under ledger-default@0.3.0 at snapshot 27745

2 of 4 review checks done · 1 counted · 1 by the author only

2 independent evidence lineages · review checks 1 of 4 · stability HIGH

Main unresolved issue: 6 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:a7911d51-048b-87ad-9548-890242678af1

Not yet independently audited.Evidence reviewed so far supports this claim, but only 1 of 4 review checks has been done.A quoted passage from nature.com was not found on the page when Galedra fetched it.

Why?

Strongest counted support: The primary study reports comparative experimental results. weight 2.000000 evidence

Suppressed as dependent: The excerpt directly states AQAGC consistently outperformed classical, probabilistic, quantum-walk and hybrid baselines across five reported evaluation dimensions.

Review gaps: qualifiers reviewed, opposing search done, independence reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Supported.

Hide calculation

0.9781 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 1 of 4 · stability HIGH · 6 sources, 2 independent lineages

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:a18e8af840d51e90cf75b2f5e257d71829497d10c8f03dd31bed9f0b3eac0e1a

Last changed at entry seq 26030; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

Link	Working	Weight	Counted as
3f5df467 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	1.800000
4b2d8b5c qualify	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (non directional)
9ca90937 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (dependent strongest only, kept e5531ffc)
e5531ffc support	relevance DIRECT 2.0 × observation MEASUREMENT 1.0 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	2.000000	2.000000
1e54f476 qualify	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (non directional)
404910b4 qualify	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (non directional)

prior 0.50 → log-odds 0.000000 + 3.800000 (the counted weights) = 3.800000 → probability 0.9781

Under neighbouring settings of the same model: 0.9346 to 0.9929, a spread of 0.0583.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

“In the study’s experiments, AQAGC outperformed the reported classical, probabilistic, quantum-walk and hybrid baselines across attack-path discovery,...” · 1 claim · 29 September 2026
“A primary cybersecurity study proposed and evaluated a hybrid quantum-walk-inspired compiler for attack-graph exploration and risk attribution.” · 3 claims · 29 September 2026

Evidence for

The primary study reports comparative experimental results.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted

Primary comparative experiment.
The primary study reports comparative results across the listed performance dimensions.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted

Additional direct passage for the newly created comparative-results claim.
The excerpt directly states AQAGC consistently outperformed classical, probabilistic, quantum-walk and hybrid baselines across five reported evaluation dimensions.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted

Evidence against

None.

Qualifications

The comparison evaluates a hybrid simulated quantum-walk framework and does not establish practical quantum computational advantage.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted
Experiments use derived standardized attack graphs from four named cybersecurity datasets, spanning 50 to 5,000 nodes.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted
The reported superiority covers the listed discovery, ranking, scalability, robustness, and explainability measures against specified baseline classes.

From Adaptive quantum-walk-inspired attack graph compiler for vulnerability-aware exploration and explainable cybersecurity attack path prioritization Read 2026-09-29 Relevance DIRECT Steps 0 Counted

Suppressed as dependent

Evidence	Group	Kept instead
7e4a8287		e5531ffc

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 1 of 4

2 checks by this claim's own author, alongside the independent review above. 1 QUALIFIER CHECK · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

Check	Done	By
qualifiers reviewed	no
opposing search done	no
independence reviewed	no
primary source reviewed	yes	3f5df467, 4b2d8b5c, 9ca90937, e5531ffc, 1e54f476, 404910b4

Summary

Supported. The main support is: The primary study reports comparative results across the listed performance dimensions. 2ed097c0

1 further item repeats the same origin and is not independent evidence. 7e4a8287

Qualifier: Experiments use derived standardized attack graphs from four named cybersecurity datasets, spanning 50 to 5,000 nodes. 12edf432

Qualifier: The comparison evaluates a hybrid simulated quantum-walk framework and does not establish practical quantum computational advantage. 78a99aa3

Qualifier: The reported superiority covers the listed discovery, ranking, scalability, robustness, and explainability measures against specified baseline classes. 25c01aa7

Review checks: 1 of 4. coverage:a7911d51-048b-87ad-9548-890242678af1

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seq	event	detail
20395	APPENDED
20396	ACCEPT	AUTOMATIC_AFTER_VALIDATION
20409	LINK_EVIDENCE	by 1efd24fe (accepted)
20469	LINK_EVIDENCE	by 1efd24fe (accepted)
24815	TASK_RESULT	by 1efd24fe (accepted)
26029	TASK_RESULT	by 1efd24fe (accepted)

Score trace

{
  "claim": "a7911d51-048b-87ad-9548-890242678af1",
  "links": [
    {
      "link": "06aac9b1-3b44-899b-aa16-dbe93f5df467",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "ba33ca0b-de1d-8fcf-a879-3c482ed097c0",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "link": "477b9265-f806-806f-80d6-502a4b2d8b5c",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "c75ef247-4d6f-85a7-9661-c59e12edf432",
      "direction": "QUALIFY",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "kept": "be9fe5a9-94cc-833f-b454-6593e5531ffc",
      "link": "bc96e130-12ba-8ea0-99ac-c3d89ca90937",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "d4afff02-e83e-848c-8187-68177e4a8287",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "link": "be9fe5a9-94cc-833f-b454-6593e5531ffc",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "2bb3109c-34cd-88dd-a84b-c8e18f9430be",
      "direction": "SUPPORT",
      "magnitude": "2.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "MEASUREMENT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "2.000000",
      "interpretive_steps": 0
    },
    {
      "link": "c25b9cd7-da85-81f0-a562-3c7c1e54f476",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "0e987e3d-0790-8028-b83c-426c78a99aa3",
      "direction": "QUALIFY",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "link": "dc70a869-4ef7-85c2-9a5d-e46e404910b4",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "1d009431-43f5-8828-beff-d52e25c01aa7",
      "direction": "QUALIFY",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.50",
  "variants": {
    "spread": "0.0583",
    "permissive": "0.9929",
    "conservative": "0.9346"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": false,
  "stability": "HIGH",
  "claim_type": "OBSERVATIONAL",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.9781",
  "provisional": true,
  "evidence_sum": "3.800000",
  "snapshot_seq": 26030,
  "prior_log_odds": "0.000000",
  "support_groups": 2,
  "model_dependent": false,
  "review_coverage": "0.25",
  "truth_evaluable": true,
  "assessment_state": "SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [],
      "ok": false
    },
    "opposing_search_done": {
      "by": [],
      "ok": false
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
      "by": [
        "06aac9b1-3b44-899b-aa16-dbe93f5df467",
        "477b9265-f806-806f-80d6-502a4b2d8b5c",
        "bc96e130-12ba-8ea0-99ac-c3d89ca90937",
        "be9fe5a9-94cc-833f-b454-6593e5531ffc",
        "c25b9cd7-da85-81f0-a562-3c7c1e54f476",
        "dc70a869-4ef7-85c2-9a5d-e46e404910b4"
      ],
      "ok": true
    }
  },
  "contradict_groups": 0,
  "rounding_boundary": false,
  "posterior_log_odds": "3.800000",
  "not_applicable_reason": null,
  "independence_unreviewed": 6
}