Pith Number

pith:DP43ZLND

pith:2024:DP43ZLNDV3CNNQDKKVA5LCS2V4

not attested not anchored not stored refs pending

From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation

\'Eric Moulines, Martin Tak\'a\v{c}, Maxim Panov, Nikita Kotelevskii, Vladimir Kondratyev

arxiv:2402.10727 v3 · 2024-02-16 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DP43ZLNDV3CNNQDKKVA5LCS2V4}

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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

2 papers in Pith

Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T10:15:15.569840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bf9bcada3aec4d6c06a5541d58a5aaf04d48a76ceec28f8117245b15e6b940c

Aliases

arxiv: 2402.10727 · arxiv_version: 2402.10727v3 · doi: 10.48550/arxiv.2402.10727 · pith_short_12: DP43ZLNDV3CN · pith_short_16: DP43ZLNDV3CNNQDK · pith_short_8: DP43ZLND

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/DP43ZLNDV3CNNQDKKVA5LCS2V4 \
  | 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: 1bf9bcada3aec4d6c06a5541d58a5aaf04d48a76ceec28f8117245b15e6b940c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fc9c960b7298e6c98656e7fa7f81bca168f1e04e6e43cf56b01fec0d891495e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-16T14:40:22Z",
    "title_canon_sha256": "ad85145ccd8d4b8d9a51f771c7a3b811033ce0a34eba4fcac6dcb85f2c68db89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10727",
    "kind": "arxiv",
    "version": 3
  }
}