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pith:UC7PLSQG

pith:2025:UC7PLSQGCSLWBOVI3ER3AOPSAQ
not attested not anchored not stored refs pending

Detecting Concept Drift in Neural Networks Using Chi-squared Goodness of Fit Testing

Buvaneswari A. Ramanan, Jacob Glenn Ayers, Manzoor A. Khan

arxiv:2505.04318 v1 · 2025-05-07 · cs.LG · cs.AI · eess.IV

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\usepackage{pith}
\pithnumber{UC7PLSQGCSLWBOVI3ER3AOPSAQ}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:59:39.955025Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a0bef5ca06149760baa8d923b039f2040070b023cf8d57fd2be87ba2a2e83d92

Aliases

arxiv: 2505.04318 · arxiv_version: 2505.04318v1 · doi: 10.48550/arxiv.2505.04318 · pith_short_12: UC7PLSQGCSLW · pith_short_16: UC7PLSQGCSLWBOVI · pith_short_8: UC7PLSQG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UC7PLSQGCSLWBOVI3ER3AOPSAQ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: a0bef5ca06149760baa8d923b039f2040070b023cf8d57fd2be87ba2a2e83d92
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "91d25d910a2ff9009eea2699653b5271bc01f3894b8a1312af7bc8669886f24a",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-07T11:04:47Z",
    "title_canon_sha256": "e82904515de1185bd1b1d1772e2cab053f801f9d1e2cf2151446e3b990e7e08a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04318",
    "kind": "arxiv",
    "version": 1
  }
}