Pith Number

pith:MWRKGHNN

pith:2023:MWRKGHNN6HXYJNN4JEFI3NWJFD

not attested not anchored not stored refs pending

Amortized Variational Inference: When and Why?

Charles C. Margossian, David M. Blei

arxiv:2307.11018 v4 · 2023-07-20 · 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{MWRKGHNN6HXYJNN4JEFI3NWJFD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Deep Active Inference Agents for Delayed and Long-Horizon Environments

Receipt and verification

First computed	2026-07-05T08:22:32.528745Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65a2a31dadf1ef84b5bc490a8db6c928c986926fd6c7c62fe8c172f83ca9b616

Aliases

arxiv: 2307.11018 · arxiv_version: 2307.11018v4 · doi: 10.48550/arxiv.2307.11018 · pith_short_12: MWRKGHNN6HXY · pith_short_16: MWRKGHNN6HXYJNN4 · pith_short_8: MWRKGHNN

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/MWRKGHNN6HXYJNN4JEFI3NWJFD \
  | 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: 65a2a31dadf1ef84b5bc490a8db6c928c986926fd6c7c62fe8c172f83ca9b616

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afc67d8448f892f5f3fb14eb6d5a72925f19f017a90f8b5b59fbc9d1f35476b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-07-20T16:45:22Z",
    "title_canon_sha256": "109cdf041305daf588d4168163c8f7c2f8928033d161d05e1fdb157093356a93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11018",
    "kind": "arxiv",
    "version": 4
  }
}