Pith Number

pith:PRURUEMH

pith:2025:PRURUEMHPHA752D6R22PXF3YFX

not attested not anchored not stored refs pending

Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption

Alessandro Leite, Audrey Poinsot, Marc Schoenauer, Nicolas Chesneau, \"Ozg\"ur \c{S}im\c{s}ek, Panayiotis Panayiotou

arxiv:2508.08883 v1 · 2025-08-12 · cs.LG · cs.AI · stat.ME · 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{PRURUEMHPHA752D6R22PXF3YFX}

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

CausalCompass: Evaluating the Robustness of Time-Series Causal Discovery in Misspecified Scenarios

Receipt and verification

First computed	2026-07-05T11:52:35.814668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c691a118779c1fee87e8eb4fb97782dfb088e50631f863fb0e00309bdae5d3a

Aliases

arxiv: 2508.08883 · arxiv_version: 2508.08883v1 · doi: 10.48550/arxiv.2508.08883 · pith_short_12: PRURUEMHPHA7 · pith_short_16: PRURUEMHPHA752D6 · pith_short_8: PRURUEMH

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/PRURUEMHPHA752D6R22PXF3YFX \
  | 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: 7c691a118779c1fee87e8eb4fb97782dfb088e50631f863fb0e00309bdae5d3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dad60464d9223bda1145933c57a7333ee55496389b76c6614d9f60e129bb3389",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-12T12:13:13Z",
    "title_canon_sha256": "c2ba310a89a5b3dbd922e683e647cbed9138e8b9797475875a2567841f5d64df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08883",
    "kind": "arxiv",
    "version": 1
  }
}