Pith Number

pith:W7FO4NBO

pith:2023:W7FO4NBOGL6ZXMDQWIODTORSQF

not attested not anchored not stored refs pending

On the Expected Size of Conformal Prediction Sets

George Deligiannidis, Guneet S. Dhillon, Tom Rainforth

arxiv:2306.07254 v3 · 2023-06-12 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{W7FO4NBOGL6ZXMDQWIODTORSQF}

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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

Uncertainty-Aware Transformers: Conformal Prediction for Language Models

Receipt and verification

First computed	2026-07-05T07:54:01.540500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7caee342e32fd9bb070b21c39ba32817dcb519e625a3a6d38101f98d155e388

Aliases

arxiv: 2306.07254 · arxiv_version: 2306.07254v3 · doi: 10.48550/arxiv.2306.07254 · pith_short_12: W7FO4NBOGL6Z · pith_short_16: W7FO4NBOGL6ZXMDQ · pith_short_8: W7FO4NBO

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/W7FO4NBOGL6ZXMDQWIODTORSQF \
  | 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: b7caee342e32fd9bb070b21c39ba32817dcb519e625a3a6d38101f98d155e388

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c30801d7dea741815dbb117f96f31f80e25fe44cf93ba84e506f8072253b06a5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-12T17:22:57Z",
    "title_canon_sha256": "d43a463f3408c181f883f600a3499c33f44c405682826ca3f130c17d33d13347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07254",
    "kind": "arxiv",
    "version": 3
  }
}