Pith Number

pith:XLONDL3C

pith:2024:XLONDL3CPPEC4ZU73QJ7DKJF5C

not attested not anchored not stored refs pending

Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Data

Koby Bibas

arxiv:2412.07520 v1 · 2024-12-10 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLONDL3CPPEC4ZU73QJ7DKJF5C}

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	2026-07-05T09:47:10.956933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

badcd1af627bc82e669fdc13f1a925e8a34131de9d62f3b7fa00cf83e48e36cd

Aliases

arxiv: 2412.07520 · arxiv_version: 2412.07520v1 · doi: 10.48550/arxiv.2412.07520 · pith_short_12: XLONDL3CPPEC · pith_short_16: XLONDL3CPPEC4ZU7 · pith_short_8: XLONDL3C

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/XLONDL3CPPEC4ZU73QJ7DKJF5C \
  | 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: badcd1af627bc82e669fdc13f1a925e8a34131de9d62f3b7fa00cf83e48e36cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cce5f5a89dc0d9233993f3627fee938209419855b9c7e1aaa8b757b2e9c3cab4",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T13:58:19Z",
    "title_canon_sha256": "f04cb5a22e06bad01335f79ef0aedcd83abc2b6b60982604f5f7801f6428ce29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07520",
    "kind": "arxiv",
    "version": 1
  }
}