Pith Number

pith:2ZAH25VN

pith:2025:2ZAH25VNDGBTW3VNO6STPDFXDU

not attested not anchored not stored refs pending

Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection

Dongjun Lee, HyunGi Kim, Jaihyun Lew, Jisoo Mok, Sungjae Kim, Sungroh Yoon

arxiv:2506.03964 v1 · 2025-06-04 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{2ZAH25VNDGBTW3VNO6STPDFXDU}

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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.

Cited by

1 paper in Pith

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:15:54.604148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6407d76ad19833b6ead77a5378cb71d334ebc6c81caf02590bc8faa25ff1ea4

Aliases

arxiv: 2506.03964 · arxiv_version: 2506.03964v1 · doi: 10.48550/arxiv.2506.03964 · pith_short_12: 2ZAH25VNDGBT · pith_short_16: 2ZAH25VNDGBTW3VN · pith_short_8: 2ZAH25VN

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/2ZAH25VNDGBTW3VNO6STPDFXDU \
  | 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: d6407d76ad19833b6ead77a5378cb71d334ebc6c81caf02590bc8faa25ff1ea4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a1d84c1ca7334934c949cdf15f141f05eb78b51824f0c777ae71c82fd62aa30",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-04T13:57:11Z",
    "title_canon_sha256": "c0fe189fce03d97e6aa5a25e31032cd377e65e68a2f45f0d20aea4c9c16e9886"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03964",
    "kind": "arxiv",
    "version": 1
  }
}