Pith Number

pith:QZPRZVTG

pith:2018:QZPRZVTGN5KBTJPKHL5MASN2WE

not attested not anchored not stored refs pending

A Review of Learning with Deep Generative Models from Perspective of Graphical Modeling

Zhijian Ou

arxiv:1808.01630 v4 · 2018-08-05 · 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{QZPRZVTGN5KBTJPKHL5MASN2WE}

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	2026-05-17T23:50:07.101342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

865f1cd6666f5419a5ea3afac049bab11b9c783748f6e704c98737c09c4f794e

Aliases

arxiv: 1808.01630 · arxiv_version: 1808.01630v4 · doi: 10.48550/arxiv.1808.01630 · pith_short_12: QZPRZVTGN5KB · pith_short_16: QZPRZVTGN5KBTJPK · pith_short_8: QZPRZVTG

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/QZPRZVTGN5KBTJPKHL5MASN2WE \
  | 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: 865f1cd6666f5419a5ea3afac049bab11b9c783748f6e704c98737c09c4f794e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ed645fccad73c287d785793172d04546656e3e7b29381e69a72c830c044d320",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-05T14:51:07Z",
    "title_canon_sha256": "b2da779c6ea21c95c1e0d41e61d2990d6ffd4a401d672a513d7916d55c9a53bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.01630",
    "kind": "arxiv",
    "version": 4
  }
}