{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/weight-decay",
 "identifier": "kaal:entity:weight-decay",
 "name": "Weight decay",
 "termCode": "weight-decay",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
 "canonicalForm": "https://wulfkaal.github.io/entities/weight-decay.md",
 "sha256": "079135aa00bb2e71dd0b8f813a9b8e742414b941e2af4949022d32f7a9c4ef3d",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "status",
   "value": "derived"
  },
  {
   "@type": "PropertyValue",
   "name": "claim_count",
   "value": 3
  },
  {
   "@type": "PropertyValue",
   "name": "work_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2024",
    "2025"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "non_current_claims",
   "value": 0
  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4957318-037",
   "identifier": "kaal:claim:4957318-037",
   "text": "Obsolescence in the WDAG system is expressed as gradual loss of weight rather than deletion, which keeps rules revisitable if circumstances change and avoids hasty or ill considered removal decisions.",
   "abstract": "Instead, less relevant rules gradually lose weight, allowing them to be revisited if circumstances change, thus maintaining institutional relevance while avoiding hasty or ill-considered decisions.",
   "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "asserted",
   "is_failure_mode": false,
   "scope_conditions": [
    "where relevance is a continuous weight rather than a binary in force status"
   ],
   "source_pdf_sha256": "137fb77eb82111a85f0ab5581926f762a7414ae84aaf3d56e8299db670e0e0c1",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5887242-011",
   "identifier": "kaal:claim:5887242-011",
   "text": "The WDAG itself constitutes an evolutionary precedent system: each rule is an immutable vertex, new rules must cite existing vertices to create weighted directed edges reflecting citation frequency, recency and expert consensus strength, and rarely cited rules decay organically.",
   "abstract": "Each UDLC article or rule exists as an immutable vertex. New rules must cite existing vertices, creating weighted, directed edges that reflect citation frequency, recency, and expert consensus strength. Rarely cited rules experience organic weight decay",
   "citation": "Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted (2025). SSRN: https://ssrn.com/abstract=5887242",
   "datePublished": "2025",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [],
   "source_pdf_sha256": "4e5c2e2b4304af6d22e0b0939b1fddeabcf091e19a1b00b7bfccf77cbd6280c5",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5887242-030",
   "identifier": "kaal:claim:5887242-030",
   "text": "Rarely cited vertices and edges decay exponentially according to a protocol-defined half-life, mirroring natural desuetude in mature common-law systems but operating continuously and transparently on-chain.",
   "abstract": "Conversely, vertices and edges that are rarely or never cited experience gradual, exponential decay according to a protocol-defined half-life (e.g., 5 % quarterly decay for uncited vertices). This mirrors natural desuetude in mature common-law systems but operates continuously and",
   "citation": "Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted (2025). SSRN: https://ssrn.com/abstract=5887242",
   "datePublished": "2025",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [],
   "source_pdf_sha256": "4e5c2e2b4304af6d22e0b0939b1fddeabcf091e19a1b00b7bfccf77cbd6280c5",
   "status": "current"
  }
 ],
 "description": "3 claims in the published works of Wulf A. Kaal carry the concept tag 'weight-decay'. Derived node: a roster, not an adjudicated definition."
}