Pith Number

pith:R67DWBK3

pith:2023:R67DWBK3F6XRNAM2WVNMKSVQ2N

not attested not anchored not stored refs pending

Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops

Charles K. Assaad, Imad Ez-zejjari, Lei Zan

arxiv:2303.04038 v2 · 2023-03-07 · cs.AI · 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{R67DWBK3F6XRNAM2WVNMKSVQ2N}

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

Causal discovery with endogenous context variables

Receipt and verification

First computed	2026-07-05T07:00:43.985507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fbe3b055b2faf16819ab55ac54ab0d352972e5a2fe783f96ac46a38c15f083b

Aliases

arxiv: 2303.04038 · arxiv_version: 2303.04038v2 · doi: 10.48550/arxiv.2303.04038 · pith_short_12: R67DWBK3F6XR · pith_short_16: R67DWBK3F6XRNAM2 · pith_short_8: R67DWBK3

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/R67DWBK3F6XRNAM2WVNMKSVQ2N \
  | 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: 8fbe3b055b2faf16819ab55ac54ab0d352972e5a2fe783f96ac46a38c15f083b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b153f5d74e952e70e2ec50604f678bb9ba45b3f0c851ead5fb436b552e4f99f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-07T16:47:35Z",
    "title_canon_sha256": "52f00ded031ad0c54596ad598cb17cafc54fcce88753f6bce263ed7a411c76f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04038",
    "kind": "arxiv",
    "version": 2
  }
}