Pith Number

pith:6MMWP7MH

pith:2024:6MMWP7MHATJCKX7VINGMCXEISW

not attested not anchored not stored refs pending

A Primer on Variational Inference for Physics-Informed Deep Generative Modelling

Alex Glyn-Davies, Arnaud Vadeboncoeur, Ieva Kazlauskaite, Mark Girolami, O. Deniz Akyildiz

arxiv:2409.06560 v2 · 2024-09-10 · stat.ML · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6MMWP7MHATJCKX7VINGMCXEISW}

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.

Receipt and verification

First computed	2026-07-05T10:48:19.145424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f31967fd8704d2255ff5434cc15c88958b4b0e0e94c3fd9fbee4872f0580d989

Aliases

arxiv: 2409.06560 · arxiv_version: 2409.06560v2 · doi: 10.48550/arxiv.2409.06560 · pith_short_12: 6MMWP7MHATJC · pith_short_16: 6MMWP7MHATJCKX7V · pith_short_8: 6MMWP7MH

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/6MMWP7MHATJCKX7VINGMCXEISW \
  | 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: f31967fd8704d2255ff5434cc15c88958b4b0e0e94c3fd9fbee4872f0580d989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffe6f6a51858f4a3ca45f6b2b2ab25d69d5ebb4591ae913280153eef83a9be60",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-09-10T14:43:03Z",
    "title_canon_sha256": "a420e5aebbadafb2fce5a225091f9dd0ac9511423ff9bdcb459c493bf5f1b122"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06560",
    "kind": "arxiv",
    "version": 2
  }
}