Pith Number

pith:Y5D772WJ

pith:2022:Y5D772WJMETW2EXEOULSD5PUAT

not attested not anchored not stored refs pending

A Unified Perspective on Natural Gradient Variational Inference with Gaussian Mixture Models

Gerhard Neumann, Michael Volpp, Oleg Arenz, Philipp Dahlinger, Zihan Ye

arxiv:2209.11533 v2 · 2022-09-23 · cs.LG · cs.RO · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y5D772WJMETW2EXEOULSD5PUAT}

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

Towards Adaptive External Communication in Autonomous Vehicles: A Conceptual Design Framework

Receipt and verification

First computed	2026-07-05T06:31:29.576950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c747ffeac961276d12e4751721f5f404dd4b276226ade39f57fb427d4c7f7df2

Aliases

arxiv: 2209.11533 · arxiv_version: 2209.11533v2 · doi: 10.48550/arxiv.2209.11533 · pith_short_12: Y5D772WJMETW · pith_short_16: Y5D772WJMETW2EXE · pith_short_8: Y5D772WJ

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/Y5D772WJMETW2EXEOULSD5PUAT \
  | 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: c747ffeac961276d12e4751721f5f404dd4b276226ade39f57fb427d4c7f7df2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db6537827faa79e2f01ea71d4ba5bd983e16f53573140e0e00416b60469637c3",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-23T11:43:27Z",
    "title_canon_sha256": "f8246b01a225389778fd1468dcefff619720c737986d856c77629e0699806df6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.11533",
    "kind": "arxiv",
    "version": 2
  }
}