Pith Number

pith:4HFT2FQI

pith:2026:4HFT2FQI7ASPNJZJPDJFGZI4RM

not attested not anchored not stored refs pending

Knowledge-Informed Local Causal Discovery of Optimal Adjustment Sets

Alessandro Leite, Arpad Rimmel, Bich-Li\^en Doan, Fabrice Popineau, Jos\'e Lucas De Melo Costa, Seong Woo Ahn

arxiv:2607.04447 v1 · 2026-07-05 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4HFT2FQI7ASPNJZJPDJFGZI4RM}

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	2026-07-07T02:19:19.802545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1cb3d1608f824f6a72978d253651c8b1a4d3887330a480eb36ec167ce37d2cd

Aliases

arxiv: 2607.04447 · arxiv_version: 2607.04447v1 · doi: 10.48550/arxiv.2607.04447 · pith_short_12: 4HFT2FQI7ASP · pith_short_16: 4HFT2FQI7ASPNJZJ · pith_short_8: 4HFT2FQI

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/4HFT2FQI7ASPNJZJPDJFGZI4RM \
  | 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: e1cb3d1608f824f6a72978d253651c8b1a4d3887330a480eb36ec167ce37d2cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b798d59c16b39b96a0c9b4e0b1ed56427b6ac2f5923c89ab975a56b7a6f75617",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-05T18:18:42Z",
    "title_canon_sha256": "19d8ebc7dcb85484058762124562b5be7de0fe7072650845cbda0a5c6bcb54c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04447",
    "kind": "arxiv",
    "version": 1
  }
}