Pith Number

pith:AVKCS5CX

pith:2020:AVKCS5CXEUXQMQ63WC55DZAPPR

not attested not anchored not stored refs pending

A Survey on Assessing the Generalization Envelope of Deep Neural Networks: Predictive Uncertainty, Out-of-distribution and Adversarial Samples

Alexandru Paul Condurache, Julia Lust

arxiv:2008.09381 v4 · 2020-08-21 · cs.LG · cs.CV · 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{AVKCS5CXEUXQMQ63WC55DZAPPR}

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	2026-07-05T03:11:48.087415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0554297457252f0643dbb0bbd1e40f7c75cb611f668a7071ee354afaf584a21d

Aliases

arxiv: 2008.09381 · arxiv_version: 2008.09381v4 · doi: 10.48550/arxiv.2008.09381 · pith_short_12: AVKCS5CXEUXQ · pith_short_16: AVKCS5CXEUXQMQ63 · pith_short_8: AVKCS5CX

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/AVKCS5CXEUXQMQ63WC55DZAPPR \
  | 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: 0554297457252f0643dbb0bbd1e40f7c75cb611f668a7071ee354afaf584a21d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "469377c1290a0e6445c7e63fc5e4e4e9bf890d87d9bdafaf5c41e6124002f286",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-21T09:12:52Z",
    "title_canon_sha256": "481b0e7d6e01f6a49d715c942516ba4b58d236fdfde462af3c1c442a14ffd62c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.09381",
    "kind": "arxiv",
    "version": 4
  }
}