pith. sign in
Pith Number

pith:7ZFP7FHV

pith:2021:7ZFP7FHVDPV5K4FVKCWIOGI6SK
not attested not anchored not stored refs pending

Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning

Bj\"orn Barz, Joachim Denzler, Maha Shadaydeh, Violeta Teodora Trifunov

arxiv:2109.06562 v1 · 2021-09-14 · cs.LG · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7ZFP7FHVDPV5K4FVKCWIOGI6SK}

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.
Receipt and verification
First computed 2026-07-05T03:14:28.015917Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fe4aff94f51bebd570b550ac87191e928be8a6897ffd4bc8e757e7340eb98775

Aliases

arxiv: 2109.06562 · arxiv_version: 2109.06562v1 · doi: 10.48550/arxiv.2109.06562 · pith_short_12: 7ZFP7FHVDPV5 · pith_short_16: 7ZFP7FHVDPV5K4FV · pith_short_8: 7ZFP7FHV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7ZFP7FHVDPV5K4FVKCWIOGI6SK \
  | 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: fe4aff94f51bebd570b550ac87191e928be8a6897ffd4bc8e757e7340eb98775
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8e87fbde3dd7966ab9826bff2310418718cca9ae47e1b2e4372ce468a8cf2f0c",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-14T10:15:52Z",
    "title_canon_sha256": "3ea75370f54f90c4701679392d57004bf320f430572bb361591af477d67def1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06562",
    "kind": "arxiv",
    "version": 1
  }
}