Pith Number

pith:Z75KHAEW

pith:2024:Z75KHAEWSJBLB5SUW6AXMRMIS5

not attested not anchored not stored refs pending

Rethinking Aleatoric and Epistemic Uncertainty

Adam Foster, Eleanor Trollope, Freddie Bickford Smith, Jannik Kossen, Mark van der Wilk, Tom Rainforth

arxiv:2412.20892 v3 · 2024-12-30 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z75KHAEWSJBLB5SUW6AXMRMIS5}

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

3 papers in Pith

iSAGE: A Human-in-the-Loop Framework for Remote Sensing Semantic Segmentation via Sparse Point Supervision

Localising Dropout Variance in Twin Networks

Trustworthy deep domain adaptation for wearable photoplethysmography signal analysis with decision-theoretic uncertainty quantification

Receipt and verification

First computed	2026-07-05T11:55:16.009123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cffaa380969242b0f654b7817645889775b0b1c08d27bd8fec023bdc8a225e8b

Aliases

arxiv: 2412.20892 · arxiv_version: 2412.20892v3 · doi: 10.48550/arxiv.2412.20892 · pith_short_12: Z75KHAEWSJBL · pith_short_16: Z75KHAEWSJBLB5SU · pith_short_8: Z75KHAEW

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/Z75KHAEWSJBLB5SUW6AXMRMIS5 \
  | 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: cffaa380969242b0f654b7817645889775b0b1c08d27bd8fec023bdc8a225e8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "701a2e4a67ff1c7d21edddc75e8fb3917706d93163515859136cd8d765ddbabc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T12:04:36Z",
    "title_canon_sha256": "87b3fab73912c75fcafe1878f79c13d24375a248f93bc8e7eceab24c59de2403"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20892",
    "kind": "arxiv",
    "version": 3
  }
}