Pith Number

pith:QX5GPKXG

pith:2019:QX5GPKXGUS5IK4SMMT5RERR5N7

not attested not anchored not stored refs pending

Deep Learning for Anomaly Detection: A Survey

Capital Markets Cooperative Research Centre (CMCRC)), HBKU), Raghavendra Chalapathy (University of Sydney, Sanjay Chawla (Qatar Computing Research Institute (QCRI)

arxiv:1901.03407 v2 · 2019-01-10 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QX5GPKXGUS5IK4SMMT5RERR5N7}

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

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.

Cited by

7 papers in Pith

On Using the Shapley Value for Anomaly Localization: A Statistical Investigation

MacrOData: New Benchmarks of Thousands of Datasets for Tabular Outlier Detection

Policy-Guided Threat Hunting: An LLM enabled Framework with Splunk SOC Triage

Scaling Pretrained Representations Enables Label-Free Out-of-Distribution Detection Without Fine-Tuning

FactoryBench: Evaluating Industrial Machine Understanding

Receipt and verification

First computed	2026-05-17T23:55:42.262808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85fa67aae6a4ba85724c64fb12463d6ff1b1e9a53483155f16f9d125cec15ba5

Aliases

arxiv: 1901.03407 · arxiv_version: 1901.03407v2 · doi: 10.48550/arxiv.1901.03407 · pith_short_12: QX5GPKXGUS5I · pith_short_16: QX5GPKXGUS5IK4SM · pith_short_8: QX5GPKXG

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/QX5GPKXGUS5IK4SMMT5RERR5N7 \
  | 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: 85fa67aae6a4ba85724c64fb12463d6ff1b1e9a53483155f16f9d125cec15ba5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cb730c9f9e1c5d37c9beb83c99ef6430c7da02a8fff5fced322e60af31aab5b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-10T21:36:57Z",
    "title_canon_sha256": "11143d0e7cf9ba8fab8c0e5738735047997b7da6285d4f5575edbb14102e1a09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.03407",
    "kind": "arxiv",
    "version": 2
  }
}