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Pith Number

pith:SFKBPPCG

pith:2019:SFKBPPCGRT237VN2JI6STRLHUS
not attested not anchored not stored refs pending

Normalizing Flows: An Introduction and Review of Current Methods

Ivan Kobyzev, Marcus A. Brubaker, Simon J.D. Prince

arxiv:1908.09257 v4 · 2019-08-25 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SFKBPPCGRT237VN2JI6STRLHUS}

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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

6 papers in Pith

Receipt and verification
First computed 2026-07-05T01:08:24.502328Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

915417bc468cf5bfd5ba4a3d29c567a4a9cc94e184513c6721bbd2bb5167174f

Aliases

arxiv: 1908.09257 · arxiv_version: 1908.09257v4 · doi: 10.48550/arxiv.1908.09257 · pith_short_12: SFKBPPCGRT23 · pith_short_16: SFKBPPCGRT237VN2 · pith_short_8: SFKBPPCG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SFKBPPCGRT237VN2JI6STRLHUS \
  | 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: 915417bc468cf5bfd5ba4a3d29c567a4a9cc94e184513c6721bbd2bb5167174f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ee6a999eabebadc4315271e5cc17f8946d3d38cecd479a8c8dc777eb6e90c7c6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-08-25T06:14:08Z",
    "title_canon_sha256": "a7ad5d766bad515b33d18185132e1d37058d8e3bb0d040068750f81bcc9019db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.09257",
    "kind": "arxiv",
    "version": 4
  }
}