Pith Number

pith:ICUGNLCG

pith:2023:ICUGNLCG4MM5SL25GDQJNWVE5N

not attested not anchored not stored refs pending

Variational Inference with Gaussian Score Matching

Charles Margossian, Chirag Modi, David Blei, Lawrence Saul, Robert Gower, Yuling Yao

arxiv:2307.07849 v1 · 2023-07-15 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ICUGNLCG4MM5SL25GDQJNWVE5N}

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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

The Curious Case of the Default Settings: Evaluating Default Performance of Variational Inference Software

Receipt and verification

First computed	2026-07-05T06:31:16.571434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40a866ac46e319d92f5d30e096daa4eb7913fdfea582b92c6aa068a5b95f565c

Aliases

arxiv: 2307.07849 · arxiv_version: 2307.07849v1 · doi: 10.48550/arxiv.2307.07849 · pith_short_12: ICUGNLCG4MM5 · pith_short_16: ICUGNLCG4MM5SL25 · pith_short_8: ICUGNLCG

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/ICUGNLCG4MM5SL25GDQJNWVE5N \
  | 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: 40a866ac46e319d92f5d30e096daa4eb7913fdfea582b92c6aa068a5b95f565c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c83f68cc2c32f1e1773e13aa512dfe80be3cfc770f42caef40f009c59417e63c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-07-15T16:57:48Z",
    "title_canon_sha256": "20f2b2529747e04c745db90fc7fd56e746fc3be1fa8ad1c332bb59f5c1b4e5ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07849",
    "kind": "arxiv",
    "version": 1
  }
}