Pith Number

pith:RLYVAMCW

pith:2023:RLYVAMCWUY3N7QYAJNHVXFKFUI

not attested not anchored not stored refs pending

DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data

Lingrui Yu

arxiv:2302.10753 v3 · 2023-02-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLYVAMCWUY3N7QYAJNHVXFKFUI}

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

1 paper in Pith

Learning a Normal World Model for Few-Shot Boundary-Calibrated Abnormality Detection

Receipt and verification

First computed	2026-07-05T08:13:58.547492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8af1503056a636dfc3004b4f5b9545a2312e48493ddfde296f13569d9f3d49e6

Aliases

arxiv: 2302.10753 · arxiv_version: 2302.10753v3 · doi: 10.48550/arxiv.2302.10753 · pith_short_12: RLYVAMCWUY3N · pith_short_16: RLYVAMCWUY3N7QYA · pith_short_8: RLYVAMCW

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/RLYVAMCWUY3N7QYAJNHVXFKFUI \
  | 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: 8af1503056a636dfc3004b4f5b9545a2312e48493ddfde296f13569d9f3d49e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8951d506b142a523832a536d62a8441ac687131a046c1aaec0a3a47c896932a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T06:59:45Z",
    "title_canon_sha256": "b0a700cda1d41f0b0755baa5e1aa2043a0168292b7d6fa6ac805cf8dbd30f3a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10753",
    "kind": "arxiv",
    "version": 3
  }
}