Pith Number

pith:CP633HS6

pith:2023:CP633HS6ASRC3RTRSBX2G674PI

not attested not anchored not stored refs pending

A Unified Theory of Diversity in Ensemble Learning

Andrew Webb, Danny Wood, Gavin Brown, Henry Reeve, Mikel Luj\'an, Tingting Mu

arxiv:2301.03962 v3 · 2023-01-10 · cs.LG · cs.AI · 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{CP633HS6ASRC3RTRSBX2G674PI}

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.

Cited by

1 paper in Pith

When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

Receipt and verification

First computed	2026-07-05T07:42:16.120113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13fdbd9e5e04a22dc671906fa37bfc7a24571d1f5c9154228ba1ecc246e0de8c

Aliases

arxiv: 2301.03962 · arxiv_version: 2301.03962v3 · doi: 10.48550/arxiv.2301.03962 · pith_short_12: CP633HS6ASRC · pith_short_16: CP633HS6ASRC3RTR · pith_short_8: CP633HS6

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/CP633HS6ASRC3RTRSBX2G674PI \
  | 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: 13fdbd9e5e04a22dc671906fa37bfc7a24571d1f5c9154228ba1ecc246e0de8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "319f068566faff5b2a7295067203b6183b64cd6803fbc0f301c0294c74f51680",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-10T13:51:07Z",
    "title_canon_sha256": "ae44dedb499ff9bd3bdcc88864b6e319cfbdd5c34393a869b19f1752ce611749"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.03962",
    "kind": "arxiv",
    "version": 3
  }
}