Pith Number

pith:S3QOIAGP

pith:2020:S3QOIAGPWEHCJXDP3HBJFVQ53K

not attested not anchored not stored refs pending

Improved Contrastive Divergence Training of Energy Based Models

Igor Mordatch, Joshua Tenenbaum, Shuang Li, Yilun Du

arxiv:2012.01316 v4 · 2020-12-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S3QOIAGPWEHCJXDP3HBJFVQ53K}

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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

2 papers in Pith

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

Revisiting Transformer Layer Parameterization Through Causal Energy Minimization

Receipt and verification

First computed	2026-07-05T02:48:20.045377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96e0e400cfb10e24dc6fd9c292d61dda85f871a3c1c523a1abb6d7e2320f6e79

Aliases

arxiv: 2012.01316 · arxiv_version: 2012.01316v4 · doi: 10.48550/arxiv.2012.01316 · pith_short_12: S3QOIAGPWEHC · pith_short_16: S3QOIAGPWEHCJXDP · pith_short_8: S3QOIAGP

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/S3QOIAGPWEHCJXDP3HBJFVQ53K \
  | 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: 96e0e400cfb10e24dc6fd9c292d61dda85f871a3c1c523a1abb6d7e2320f6e79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87e9fd763a50a150e68d07f0c2bb0496b61dd5828333d25e71b92690c6f488d3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-02T16:39:49Z",
    "title_canon_sha256": "6a3457823fd89f1afbc4b72410ead20548e83461347c6bffb0d8ecf2eb367a45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.01316",
    "kind": "arxiv",
    "version": 4
  }
}