Pith Number

pith:3L6O26SO

pith:2023:3L6O26SOERZXRZT7H6F32XJKFN

not attested not anchored not stored refs pending

Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice

Damian Machlanski, Paul Clarke, Spyridon Samothrakis

arxiv:2310.18212 v2 · 2023-10-27 · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3L6O26SOERZXRZT7H6F32XJKFN}

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	2026-07-05T07:47:06.183547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dafced7a4e247378e67f3f8bbd5d2a2b74b43c65d53928e0afcc19861c5b0352

Aliases

arxiv: 2310.18212 · arxiv_version: 2310.18212v2 · doi: 10.48550/arxiv.2310.18212 · pith_short_12: 3L6O26SOERZX · pith_short_16: 3L6O26SOERZXRZT7 · pith_short_8: 3L6O26SO

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/3L6O26SOERZXRZT7H6F32XJKFN \
  | 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: dafced7a4e247378e67f3f8bbd5d2a2b74b43c65d53928e0afcc19861c5b0352

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4506b8404116a45ca7c64a48351aec7810bce7f7a291ad6fdb3129bf22ae1375",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-27T15:34:08Z",
    "title_canon_sha256": "0e5d0a4cfaf915a8721735b3d52da909eadda9a8b19d385b27a5251cae338c96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18212",
    "kind": "arxiv",
    "version": 2
  }
}