Pith Number

pith:QYKGJIL5

pith:2019:QYKGJIL5B6VY7DZTUWEM6J4RG5

not attested not anchored not stored refs pending

Maximum Entropy Generators for Energy-Based Models

Aaron Courville, Anirudh Goyal, Rithesh Kumar, Sherjil Ozair, Yoshua Bengio

arxiv:1901.08508 v2 · 2019-01-24 · cs.LG · cs.AI · 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{QYKGJIL5B6VY7DZTUWEM6J4RG5}

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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

Explaining the effects of non-convergent sampling in the training of Energy-Based Models

Receipt and verification

First computed	2026-05-17T23:44:57.632420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

861464a17d0fab8f8f33a588cf279137601e4d5de3d11e612032bd74bcc0553c

Aliases

arxiv: 1901.08508 · arxiv_version: 1901.08508v2 · doi: 10.48550/arxiv.1901.08508 · pith_short_12: QYKGJIL5B6VY · pith_short_16: QYKGJIL5B6VY7DZT · pith_short_8: QYKGJIL5

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/QYKGJIL5B6VY7DZTUWEM6J4RG5 \
  | 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: 861464a17d0fab8f8f33a588cf279137601e4d5de3d11e612032bd74bcc0553c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c423122505f4016f6531bc4e196172b714ed5dc7da32139b350294e75a3a836f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-24T17:03:41Z",
    "title_canon_sha256": "42495be8070e4bc24ee89017eff66af37e97fd8bc92504c626d0210e7642ce84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08508",
    "kind": "arxiv",
    "version": 2
  }
}