Pith Number

pith:Y3PUEHG3

pith:2026:Y3PUEHG33HXM55FZ4XW4GGK5GG

not attested not anchored not stored refs pending

Deep Generalised Mixed Models: a Novel Neural Network Structure for Analysing Hierarchical Data

Dimitris Rizopoulos, Loes Keijsers, Manon Hillegers, Nina van Gerwen, Sten Willemsen

arxiv:2608.05930 v1 · 2026-08-06 · 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{Y3PUEHG33HXM55FZ4XW4GGK5GG}

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	2026-08-07T00:53:25.677621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6df421cdbd9eecef4b9e5edc3195d31b056e39b2dd09bd758c1cef4c1c00d15

Aliases

arxiv: 2608.05930 · arxiv_version: 2608.05930v1 · doi: 10.48550/arxiv.2608.05930 · pith_short_12: Y3PUEHG33HXM · pith_short_16: Y3PUEHG33HXM55FZ · pith_short_8: Y3PUEHG3

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/Y3PUEHG33HXM55FZ4XW4GGK5GG \
  | 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: c6df421cdbd9eecef4b9e5edc3195d31b056e39b2dd09bd758c1cef4c1c00d15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f88b342adfbdbbcc01cd6c74145cdd815dced912bc4bead9b60f89ac0c996555",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-08-06T11:59:30Z",
    "title_canon_sha256": "b37698a92af09956d4886a8c29add63781bc12b88b3cb401619f79048d9b307f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.05930",
    "kind": "arxiv",
    "version": 1
  }
}