Pith Number

pith:OSW34FDB

pith:2026:OSW34FDB2BGPTWLV7GQRWGMFY6

not attested not anchored not stored refs pending

Model-Agnostic Signal Discovery with Machine Learning: Bridging the Gap Between Theory and Practice

Marco Letizia, Mikael Kuusela, Oz Amram

arxiv:2605.31103 v1 · 2026-05-29 · physics.data-an · hep-ex · 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{OSW34FDB2BGPTWLV7GQRWGMFY6}

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	2026-06-01T01:03:58.112621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74adbe1461d04cf9d975f9a11b1985c797c405936f2fff01625b774d92325952

Aliases

arxiv: 2605.31103 · arxiv_version: 2605.31103v1 · doi: 10.48550/arxiv.2605.31103 · pith_short_12: OSW34FDB2BGP · pith_short_16: OSW34FDB2BGPTWLV · pith_short_8: OSW34FDB

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/OSW34FDB2BGPTWLV7GQRWGMFY6 \
  | 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: 74adbe1461d04cf9d975f9a11b1985c797c405936f2fff01625b774d92325952

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d720b9808cef9a6ec14d41f4847e27dfefd95b5f4aa5f306c10b78f9a37a9ec0",
    "cross_cats_sorted": [
      "hep-ex",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.data-an",
    "submitted_at": "2026-05-29T10:14:58Z",
    "title_canon_sha256": "28c5b827d6fcdf790ec34a6853b2e414a83b7cb714ae37b0f19398c5ecc7faa0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31103",
    "kind": "arxiv",
    "version": 1
  }
}