Pith Number

pith:GECQBVVT

pith:2020:GECQBVVT5VCSC34VCGSU6OPACS

not attested not anchored not stored refs pending

A Unifying Review of Deep and Shallow Anomaly Detection

Gr\'egoire Montavon, Jacob R. Kauffmann, Klaus-Robert M\"uller, Lukas Ruff, Marius Kloft, Robert A. Vandermeulen, Thomas G. Dietterich, Wojciech Samek

arxiv:2009.11732 v3 · 2020-09-24 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GECQBVVT5VCSC34VCGSU6OPACS}

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.

Cited by

2 papers in Pith

Modeling Normal Is All You Need: Joint Latent Clustering for Anomaly Detection in Multimodal Cyber-Physical Systems

Self-Supervised ConvLSTM for Fermi Large Area Telescope Transient Detection

Receipt and verification

First computed	2026-07-05T02:13:17.732097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

310500d6b3ed45216f9511a54f39e014bacdf2c764384e341c9dfcf41d064017

Aliases

arxiv: 2009.11732 · arxiv_version: 2009.11732v3 · doi: 10.48550/arxiv.2009.11732 · pith_short_12: GECQBVVT5VCS · pith_short_16: GECQBVVT5VCSC34V · pith_short_8: GECQBVVT

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/GECQBVVT5VCSC34VCGSU6OPACS \
  | 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: 310500d6b3ed45216f9511a54f39e014bacdf2c764384e341c9dfcf41d064017

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48f09e9d94d3513c0335d48aa6854c62664ad1c17c233a4b394157f2edf7b287",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-24T14:47:54Z",
    "title_canon_sha256": "8ac93aebe1f6fed5b88f3bab351984922cd3221fa7f22e5ff346aba836322689"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.11732",
    "kind": "arxiv",
    "version": 3
  }
}