pith. sign in
Pith Number

pith:CWUZW43R

pith:2023:CWUZW43RQVCNCXGU2OXD56ULU5
not attested not anchored not stored refs pending

Few-shot Anomaly Detection in Text with Deviation Learning

Anindya Sundar Das, Aravind Ajay, Monowar Bhuyan, Sriparna Saha

arxiv:2308.11780 v1 · 2023-08-22 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CWUZW43RQVCNCXGU2OXD56ULU5}

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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.
Receipt and verification
First computed 2026-07-05T06:43:54.849832Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

15a99b73718544d15cd4d3ae3efa8ba76a1c618d90c7b453209abcd5e4ff57ad

Aliases

arxiv: 2308.11780 · arxiv_version: 2308.11780v1 · doi: 10.48550/arxiv.2308.11780 · pith_short_12: CWUZW43RQVCN · pith_short_16: CWUZW43RQVCNCXGU · pith_short_8: CWUZW43R
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CWUZW43RQVCNCXGU2OXD56ULU5 \
  | 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: 15a99b73718544d15cd4d3ae3efa8ba76a1c618d90c7b453209abcd5e4ff57ad
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8c3f65ab661375854ff5bed5266d72eeaf18083e31b3b803377f5a0959e8a073",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-22T20:40:21Z",
    "title_canon_sha256": "5cd77b26056e571928d85e47a11a152715eb9e2ff9771d6a6953142112bfc9ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11780",
    "kind": "arxiv",
    "version": 1
  }
}