Pith Number

pith:GNPOMZUK

pith:2017:GNPOMZUKSXWBBZJVNW765FMPN2

not attested not anchored not stored refs pending

Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE

Dilin Wang, Qiang Liu

arxiv:1707.00797 v1 · 2017-07-04 · stat.ML · 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{GNPOMZUKSXWBBZJVNW765FMPN2}

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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

Score Matching With Missing Data

Receipt and verification

First computed	2026-05-18T00:40:56.981983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

335ee6668a95ec10e5356dbfee958f6e946d31a94bea9d88e4dcc70ae56a6836

Aliases

arxiv: 1707.00797 · arxiv_version: 1707.00797v1 · doi: 10.48550/arxiv.1707.00797 · pith_short_12: GNPOMZUKSXWB · pith_short_16: GNPOMZUKSXWBBZJV · pith_short_8: GNPOMZUK

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/GNPOMZUKSXWBBZJVNW765FMPN2 \
  | 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: 335ee6668a95ec10e5356dbfee958f6e946d31a94bea9d88e4dcc70ae56a6836

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61dd533f154cc1ceccbcf8f277e037e896ce85a89753be16e3235bdaea2d7bf0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-07-04T02:05:52Z",
    "title_canon_sha256": "22b6de0e3e4a6f94894dded721bc5fa117e0493b584161d462892451e84c8c4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.00797",
    "kind": "arxiv",
    "version": 1
  }
}