Pith Number

pith:TVGQWZ6Q

pith:2022:TVGQWZ6QWFNOYH6Q7PEIOSO2MM

not attested not anchored not stored refs pending

Ensembling over Classifiers: a Bias-Variance Perspective

Ben Adlam, Jamie Smith, Neha Gupta, Zelda Mariet

arxiv:2206.10566 v1 · 2022-06-21 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TVGQWZ6QWFNOYH6Q7PEIOSO2MM}

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	2026-07-05T04:33:48.954265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d4d0b67d0b15aec1fd0fbc88749da63234ad7649a83278d86d999d8bfb9dd1b

Aliases

arxiv: 2206.10566 · arxiv_version: 2206.10566v1 · doi: 10.48550/arxiv.2206.10566 · pith_short_12: TVGQWZ6QWFNO · pith_short_16: TVGQWZ6QWFNOYH6Q · pith_short_8: TVGQWZ6Q

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/TVGQWZ6QWFNOYH6Q7PEIOSO2MM \
  | 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: 9d4d0b67d0b15aec1fd0fbc88749da63234ad7649a83278d86d999d8bfb9dd1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfa7167934f49ecfbaed01cb5b40eafcba96e95050d18e977afb728b64222744",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-21T17:46:35Z",
    "title_canon_sha256": "1865647ff822a811481b5fce25b7ef1ea7234dbb17edfd4579b651742f4aaa0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10566",
    "kind": "arxiv",
    "version": 1
  }
}