Pith Number

pith:SC32Z4NB

pith:2024:SC32Z4NB7GRQDIB3DB3MRIXLGD

not attested not anchored not stored refs pending

The Disparate Benefits of Deep Ensembles

Adrian Arnaiz-Rodriguez, Kajetan Schweighofer, Nuria Oliver, Sepp Hochreiter

arxiv:2410.13831 v2 · 2024-10-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SC32Z4NB7GRQDIB3DB3MRIXLGD}

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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.

Cited by

1 paper in Pith

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation

Receipt and verification

First computed	2026-07-05T11:16:04.142583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90b7acf1a1f9a301a03b1876c8a2eb30f5e3e9587183ae6fed2ddb1d3d70457d

Aliases

arxiv: 2410.13831 · arxiv_version: 2410.13831v2 · doi: 10.48550/arxiv.2410.13831 · pith_short_12: SC32Z4NB7GRQ · pith_short_16: SC32Z4NB7GRQDIB3 · pith_short_8: SC32Z4NB

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/SC32Z4NB7GRQDIB3DB3MRIXLGD \
  | 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: 90b7acf1a1f9a301a03b1876c8a2eb30f5e3e9587183ae6fed2ddb1d3d70457d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84cb913ae51f3dde43d5217280c20e41c0f6f865e0bc7a8ce097f0a17caa50e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-17T17:53:01Z",
    "title_canon_sha256": "0134e5632e22218ee91c0164ee2695128716d436f0e28a58a9d57a45adef269b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13831",
    "kind": "arxiv",
    "version": 2
  }
}