Pith Number

pith:RP7CZJHA

pith:2025:RP7CZJHA5FLFZWWARGOPQJWX4Q

not attested not anchored not stored refs pending

Epistemic Artificial Intelligence is Essential for Machine Learning Models to Truly 'Know When They Do Not Know'

Andrew Bradley, Fabio Cuzzolin, Julian F. P. Kooij, Keivan Shariatmadar, Neil Yorke-Smith, Shireen Kudukkil Manchingal

arxiv:2505.04950 v3 · 2025-05-08 · 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{RP7CZJHA5FLFZWWARGOPQJWX4Q}

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.

Cited by

4 papers in Pith

What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics

Decision-Aligned Evaluation of Uncertainty Quantification

Conformalised imprecise inference for robust extrapolation under limited data

Statistical inference with belief functions: A survey

Receipt and verification

First computed	2026-07-05T11:28:16.631355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bfe2ca4e0e9565cdac0899cf826d7e4168fe25ab574fe42c9f0406929c5eb0c

Aliases

arxiv: 2505.04950 · arxiv_version: 2505.04950v3 · doi: 10.48550/arxiv.2505.04950 · pith_short_12: RP7CZJHA5FLF · pith_short_16: RP7CZJHA5FLFZWWA · pith_short_8: RP7CZJHA

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/RP7CZJHA5FLFZWWARGOPQJWX4Q \
  | 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: 8bfe2ca4e0e9565cdac0899cf826d7e4168fe25ab574fe42c9f0406929c5eb0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc67583182c1c11e2997ae966e8e8ace80efedaf35cc39ea753a9c93c8d51f53",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-08T05:10:38Z",
    "title_canon_sha256": "befccf658c3c9996eb471be4e16ac7a9636cb4bfdc014182319bba8cf4407b2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04950",
    "kind": "arxiv",
    "version": 3
  }
}