Pith Number

pith:JEG5N77U

pith:2023:JEG5N77UJI6QEPMYMS3A64OCAU

not attested not anchored not stored refs pending

Understanding Deep Generative Models with Generalized Empirical Likelihoods

Marc Deisenroth, M\'elanie Rey, Shakir Mohamed, Suman Ravuri

arxiv:2306.09780 v2 · 2023-06-16 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JEG5N77UJI6QEPMYMS3A64OCAU}

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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

1 paper in Pith

IQPopt: Fast optimization of instantaneous quantum polynomial circuits in JAX

Receipt and verification

First computed	2026-07-05T06:38:00.994157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

490dd6fff44a3d023d9864b60f71c2051a905f7c2e27976abd8524fd2c7f04d2

Aliases

arxiv: 2306.09780 · arxiv_version: 2306.09780v2 · doi: 10.48550/arxiv.2306.09780 · pith_short_12: JEG5N77UJI6Q · pith_short_16: JEG5N77UJI6QEPMY · pith_short_8: JEG5N77U

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/JEG5N77UJI6QEPMYMS3A64OCAU \
  | 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: 490dd6fff44a3d023d9864b60f71c2051a905f7c2e27976abd8524fd2c7f04d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "112f5c28c7a1e7c3a4d34c0d540bf3d6ef555ab30d4fefe6178abc765ea4cfc2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-16T11:33:47Z",
    "title_canon_sha256": "7b1e580b20bb3ed8b06851f74ca3d1e81b0c162f67a50ff25adfeaf53b20238a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09780",
    "kind": "arxiv",
    "version": 2
  }
}