Pith Number

pith:VHV3YR7K

pith:2022:VHV3YR7K6FQ4FT2KNNEP5C3GD2

not attested not anchored not stored refs pending

On the Usefulness of Deep Ensemble Diversity for Out-of-Distribution Detection

Christos-Savvas Bouganis, Guoxuan Xia

arxiv:2207.07517 v2 · 2022-07-15 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{VHV3YR7K6FQ4FT2KNNEP5C3GD2}

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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

Post-hoc Selective Classification for Reliable Synthetic Image Detection

Receipt and verification

First computed	2026-07-05T04:59:28.187390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9ebbc47eaf161c2cf4a6b48fe8b661e81f59f043c030a871e72ce55f170c211

Aliases

arxiv: 2207.07517 · arxiv_version: 2207.07517v2 · doi: 10.48550/arxiv.2207.07517 · pith_short_12: VHV3YR7K6FQ4 · pith_short_16: VHV3YR7K6FQ4FT2K · pith_short_8: VHV3YR7K

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/VHV3YR7K6FQ4FT2KNNEP5C3GD2 \
  | 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: a9ebbc47eaf161c2cf4a6b48fe8b661e81f59f043c030a871e72ce55f170c211

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e517963740ed5e66bbb30d93c13ef503740e5b00456a872a33a98239114a341",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-15T15:02:38Z",
    "title_canon_sha256": "2fac11805c4695b7d3a4efedde837db4c7bf5707199da66cc6dad0d005e796be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07517",
    "kind": "arxiv",
    "version": 2
  }
}