Pith. sign in
Pith Number

pith:D3TQWSAK

pith:2022:D3TQWSAKBLLHFO5TZEKOZNLF6J
not attested not anchored not stored refs pending

A Boosting Approach to Constructing an Ensemble Stack

Andrew Johnston, Brad Niblett, Jeffrey Schwartzentruber, Malcolm Heywood, Nur Zincir-Heywood, Zhilei Zhou, Ziyu Qiu

arxiv:2211.15621 v1 · 2022-11-28 · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D3TQWSAKBLLHFO5TZEKOZNLF6J}

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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 2026-07-05T07:15:49.781745Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1ee70b480a0ad672bbb3c914ecb565f25e49eca0408b7d1aec627f93d6af4c62

Aliases

arxiv: 2211.15621 · arxiv_version: 2211.15621v1 · doi: 10.48550/arxiv.2211.15621 · pith_short_12: D3TQWSAKBLLH · pith_short_16: D3TQWSAKBLLHFO5T · pith_short_8: D3TQWSAK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D3TQWSAKBLLHFO5TZEKOZNLF6J \
  | 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: 1ee70b480a0ad672bbb3c914ecb565f25e49eca0408b7d1aec627f93d6af4c62
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cc9fc323675f4fc3f7fc806c9ce451fe5eac839d93da9688623d866756f9b866",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2022-11-28T18:21:36Z",
    "title_canon_sha256": "6c44eb9ab912f51bab9f78f716ff118dda870f598c7f3b35b9e9fa8243ec8166"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15621",
    "kind": "arxiv",
    "version": 1
  }
}