Pith Number

pith:5JLXOT6W

pith:2021:5JLXOT6WXLEOUS7PB3J7ELVGZO

not attested not anchored not stored refs pending

Prior and Posterior Networks: A Survey on Evidential Deep Learning Methods For Uncertainty Estimation

Christian Hardmeier, Dennis Ulmer, Jes Frellsen

arxiv:2110.03051 v3 · 2021-10-06 · cs.LG · cs.AI · 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{5JLXOT6WXLEOUS7PB3J7ELVGZO}

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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

3 papers in Pith

Principle-Guided Supervision for Interpretable Uncertainty in Medical Image Segmentation

Uncertainty in Physics and AI: Taxonomy, Quantification, and Validation

Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification

Receipt and verification

First computed	2026-07-05T05:48:31.221554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea57774fd6bac8ea4bef0ed3f22ea6cb800cc1af77d65201ceb6dd51ab8813a8

Aliases

arxiv: 2110.03051 · arxiv_version: 2110.03051v3 · doi: 10.48550/arxiv.2110.03051 · pith_short_12: 5JLXOT6WXLEO · pith_short_16: 5JLXOT6WXLEOUS7P · pith_short_8: 5JLXOT6W

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/5JLXOT6WXLEOUS7PB3J7ELVGZO \
  | 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: ea57774fd6bac8ea4bef0ed3f22ea6cb800cc1af77d65201ceb6dd51ab8813a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d6fa71090c804a209b39a24814305ccaef3f1a6fd9fe0f463fa881de2a35865",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-06T20:13:57Z",
    "title_canon_sha256": "9ef4b0d0241628d9b750940579377cc0d6c0e094540ea9de56f66b5dc497648d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03051",
    "kind": "arxiv",
    "version": 3
  }
}