Pith Number

pith:SNW5CLBF

pith:2021:SNW5CLBF6JSK5655R7ACKXVO4J

not attested not anchored not stored refs pending

Neural Contextual Anomaly Detection for Time Series

Chris U. Carmona, Fran\c{c}ois-Xavier Aubet, Jan Gasthaus, Valentin Flunkert

arxiv:2107.07702 v1 · 2021-07-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNW5CLBF6JSK5655R7ACKXVO4J}

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

Chronos: Learning the Language of Time Series

Learning Unified Representations of Normalcy for Time Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T02:58:28.476749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

936dd12c25f264aefbbd8fc0255eaee257b69cac40f4aae40a73aaa82b0b18e8

Aliases

arxiv: 2107.07702 · arxiv_version: 2107.07702v1 · doi: 10.48550/arxiv.2107.07702 · pith_short_12: SNW5CLBF6JSK · pith_short_16: SNW5CLBF6JSK5655 · pith_short_8: SNW5CLBF

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/SNW5CLBF6JSK5655R7ACKXVO4J \
  | 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: 936dd12c25f264aefbbd8fc0255eaee257b69cac40f4aae40a73aaa82b0b18e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78bacd3f798d031c185e0249ce9083c64ab1effa533c4e6501ac818271f64c02",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-16T04:33:53Z",
    "title_canon_sha256": "693f58bc90bff1078c3caada659de590df3589c1c443ec939a55392ae5255e3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.07702",
    "kind": "arxiv",
    "version": 1
  }
}