Pith Number

pith:FBFVB647

pith:2024:FBFVB647PB6MWLQO2XVDQ3B4WH

not attested not anchored not stored refs pending

AAD-LLM: Adaptive Anomaly Detection Using Large Language Models

Alexander Sommers, Alicia Russell-Gilbert, Andrew Thompson, Joseph Jaboure, Joshua Church, Logan Cummins, Maria Seale, Shahram Rahimi, Sudip Mittal, Thomas Arnold

arxiv:2411.00914 v1 · 2024-11-01 · cs.LG · cs.AI · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FBFVB647PB6MWLQO2XVDQ3B4WH}

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	2026-07-05T09:29:52.390155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

284b50fb9f787ccb2e0ed5ea386c3cb1e26d14c5c2a9fbf89d9fe5bdc0c81856

Aliases

arxiv: 2411.00914 · arxiv_version: 2411.00914v1 · doi: 10.48550/arxiv.2411.00914 · pith_short_12: FBFVB647PB6M · pith_short_16: FBFVB647PB6MWLQO · pith_short_8: FBFVB647

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/FBFVB647PB6MWLQO2XVDQ3B4WH \
  | 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: 284b50fb9f787ccb2e0ed5ea386c3cb1e26d14c5c2a9fbf89d9fe5bdc0c81856

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "542552e380a3f2874dcc7eb25b208aadecbfd9f62981fe3f43964fb4ddc60b8a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-01T13:43:28Z",
    "title_canon_sha256": "7cf8a4f785e95818fb8a3e3ccdccf6351ef221d6e780fa45684e0ece5c337506"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00914",
    "kind": "arxiv",
    "version": 1
  }
}