Pith Number

pith:4UW7AGDZ

pith:2025:4UW7AGDZ3TPZIICQJAFIANRGUT

not attested not anchored not stored refs pending

Retrieval Augmented Anomaly Detection (RAAD): Nimble Model Adjustment Without Retraining

Abdul Rahman, Christopher Redino, Dhruv Nandakumar, Iman Yousfi, Marc Vucovich, Sal Aguinaga, Sam Pastoriza

arxiv:2502.19534 v1 · 2025-02-26 · cs.LG · cs.AI · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4UW7AGDZ3TPZIICQJAFIANRGUT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T10:20:48.339237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e52df01879dcdf942050480a803626a4c15d09758867a2c63d31f90a77edcb48

Aliases

arxiv: 2502.19534 · arxiv_version: 2502.19534v1 · doi: 10.48550/arxiv.2502.19534 · pith_short_12: 4UW7AGDZ3TPZ · pith_short_16: 4UW7AGDZ3TPZIICQ · pith_short_8: 4UW7AGDZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/4UW7AGDZ3TPZIICQJAFIANRGUT \
  | 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: e52df01879dcdf942050480a803626a4c15d09758867a2c63d31f90a77edcb48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f437ab3d7c747389d357f59ca591b40fb1dff39163cf1c9d7794955258f3bc21",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T20:17:16Z",
    "title_canon_sha256": "9acdb6979fe79734fd6fb647a469ad329e021b0393a9a222de8d7760efdbf9a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19534",
    "kind": "arxiv",
    "version": 1
  }
}