Pith Number

pith:AYBJSQCI

pith:2020:AYBJSQCIGBSWWH3KHKO3Y2KW7Z

not attested not anchored not stored refs pending

Diverse Ensembles Improve Calibration

Asa Cooper Stickland, Iain Murray

arxiv:2007.04206 v1 · 2020-07-08 · 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{AYBJSQCIGBSWWH3KHKO3Y2KW7Z}

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	2026-07-05T01:17:21.999309Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

060299404830656b1f6a3a9dbc6956fe5019b9ef15a18ab853da9eecd964726a

Aliases

arxiv: 2007.04206 · arxiv_version: 2007.04206v1 · doi: 10.48550/arxiv.2007.04206 · pith_short_12: AYBJSQCIGBSW · pith_short_16: AYBJSQCIGBSWWH3K · pith_short_8: AYBJSQCI

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/AYBJSQCIGBSWWH3KHKO3Y2KW7Z \
  | 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: 060299404830656b1f6a3a9dbc6956fe5019b9ef15a18ab853da9eecd964726a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddeb4b420315e915431eb79996b0038b7d6feadf940fa37857cc46090f6a7b8b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-08T15:48:12Z",
    "title_canon_sha256": "f62f03ac61d58e692e48f464739f65885cd7263338b112a8d23ec32ee46d4351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.04206",
    "kind": "arxiv",
    "version": 1
  }
}