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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Smarter Contracts Detecting Vulnerabilities In Smart Contracts With Deep 2C083D872A",
 "text": "Smarter Contracts: Detecting Vulnerabilities in Smart Contracts with Deep Transfer Learning presents the following source proposition: However, the deployment of smart contracts introduces new attack vectors into the cryptocurrency systems. This proposition is pertinent to Kaal's source-bound claim that Smart contract exploits are a live failure channel for LER, capable of producing losses on the scale of DeFi incidents that have exceeded $1 billion annually and requiring insurance premiums of one to two percent of asset value. The proposed response is a qualification: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
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  "scholarly-literature",
  "openalex"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3582.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Smarter Contracts: Detecting Vulnerabilities in Smart Contracts with Deep Transfer Learning",
  "url": "https://doi.org/10.14722/ndss.2023.23263"
 },
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  "url": "https://wulfkaal.github.io/claims/5583610-036",
  "citation": "Wulf A. Kaal, Liquid Equity Rewards in Corporate America (2025). SSRN: https://ssrn.com/abstract=5583610",
  "paper": "Wulf A. Kaal, Liquid Equity Rewards in Corporate America",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5583610",
  "source_pdf_sha256": "2d73609d95ddb1573acc2a9e7af617fbe6283d6e591deb6317f6d5d804517c62"
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   "@id": "https://wulfkaal.github.io/claims/5583610-036"
  },
  {
   "@type": "CreativeWork",
   "name": "Smarter Contracts: Detecting Vulnerabilities in Smart Contracts with Deep Transfer Learning",
   "url": "https://doi.org/10.14722/ndss.2023.23263"
  }
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 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6137",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6137.md",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
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 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: contracts, vulnerabilities, smart, security, contract, insurance, risk. Scope: on-chain deployment of reward contracts.",
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  "sourceRecordId": "https://openalex.org/W4324007147",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
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  "doi": "10.14722/ndss.2023.23263",
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  "workAuthors": [
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   "Huili Chen",
   "Hossein Fereidooni",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: contracts, vulnerabilities, smart, security, contract, insurance, risk. Scope: on-chain deployment of reward contracts.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: contracts, smart, computer, contract, artificial, intelligence. Scope: contract interpretation disputes over coded smart contracts.",
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    "whyRelevant": "Shared high-information concepts: contracts, smart, computer, contract, blockchain, digital. Scope: review source claim scope.",
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    "whyRelevant": "Shared high-information concepts: contracts, smart, contract, blockchain, technology, applications. Scope: multi party smart contract arrangements.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0003, SHA-256 8afd77518bf3e6dff3e21ea20524a254cd29e7e4678a80362a24c26c8dc039e2, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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