Pith Number

pith:KQAYMYU4

pith:2025:KQAYMYU4YLWECZA7ZU7GYETFZ7

not attested not anchored not stored refs pending

Scaling Probabilistic Circuits via Monarch Matrices

Benjie Wang, Guy Van den Broeck, Honghua Zhang, Meihua Dang, Nanyun Peng, Stefano Ermon

arxiv:2506.12383 v1 · 2025-06-14 · cs.LG · 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{KQAYMYU4YLWECZA7ZU7GYETFZ7}

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	2026-07-05T11:21:52.416517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

540186629cc2ec41641fcd3e6c1265cfcc9bbd6ab265ac6e473a9501f0768a0f

Aliases

arxiv: 2506.12383 · arxiv_version: 2506.12383v1 · doi: 10.48550/arxiv.2506.12383 · pith_short_12: KQAYMYU4YLWE · pith_short_16: KQAYMYU4YLWECZA7 · pith_short_8: KQAYMYU4

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/KQAYMYU4YLWECZA7ZU7GYETFZ7 \
  | 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: 540186629cc2ec41641fcd3e6c1265cfcc9bbd6ab265ac6e473a9501f0768a0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96e0e4ffa7caa1d0548ed1e226468a2d925f453ae7d75321bedcbe41f6bf5806",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-14T07:39:15Z",
    "title_canon_sha256": "7beecec2188d47e95625bafdada48d6cdc9f31850bc651c82ba5afba017507f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12383",
    "kind": "arxiv",
    "version": 1
  }
}