Pith Number

pith:VUJMS3ME

pith:2021:VUJMS3ME4ZP4ONIW7EMPDGVC35

not attested not anchored not stored refs pending

Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models

Adam Leach, Chris G. Willcocks, Sam Bond-Taylor, Yang Long

arxiv:2103.04922 v4 · 2021-03-08 · 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{VUJMS3ME4ZP4ONIW7EMPDGVC35}

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

2 papers in Pith

DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory

Energy-based models for diagnostic reconstruction and analysis in a laboratory plasma device

Receipt and verification

First computed	2026-07-05T04:08:56.690288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad12c96d84e65fc73516f918f19aa2df4ebab7d03eeabf653bb524c35796686a

Aliases

arxiv: 2103.04922 · arxiv_version: 2103.04922v4 · doi: 10.48550/arxiv.2103.04922 · pith_short_12: VUJMS3ME4ZP4 · pith_short_16: VUJMS3ME4ZP4ONIW · pith_short_8: VUJMS3ME

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/VUJMS3ME4ZP4ONIW7EMPDGVC35 \
  | 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: ad12c96d84e65fc73516f918f19aa2df4ebab7d03eeabf653bb524c35796686a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "016f359d3e901dfa41a77a13ced2332af84c99e6b1599f55381e42c03bedd4e8",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-08T17:34:03Z",
    "title_canon_sha256": "f62fc5f29d51b955309ada04e793b6aaf3f16e273637ad4ad6fc17f88a04a0f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.04922",
    "kind": "arxiv",
    "version": 4
  }
}