Pith Number

pith:5XNAR3AD

pith:2024:5XNAR3ADAVVRJHYTGQCQO6OGTL

not attested not anchored not stored refs pending

Enabling Mixed Effects Neural Networks for Diverse, Clustered Data Using Monte Carlo Methods

Andrej Tschalzev, Christian Bartelt, Heiner Stuckenschmidt, Lukas Kirchdorfer, Paul Nitschke, Stefan L\"udtke

arxiv:2407.01115 v1 · 2024-07-01 · 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{5XNAR3ADAVVRJHYTGQCQO6OGTL}

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

TabPrep: Closing the Feature Engineering Gap in Tabular Benchmarks

Receipt and verification

First computed	2026-07-05T08:38:43.372907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edda08ec03056b149f1334050779c69acad14de80b3221a88de8453af5b4688c

Aliases

arxiv: 2407.01115 · arxiv_version: 2407.01115v1 · doi: 10.48550/arxiv.2407.01115 · pith_short_12: 5XNAR3ADAVVR · pith_short_16: 5XNAR3ADAVVRJHYT · pith_short_8: 5XNAR3AD

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/5XNAR3ADAVVRJHYTGQCQO6OGTL \
  | 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: edda08ec03056b149f1334050779c69acad14de80b3221a88de8453af5b4688c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4b8a752ecf70ca9d7cf569b00b8517e910c37257ca882bccf9f4fbb0dfba4cc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-01T09:24:04Z",
    "title_canon_sha256": "6b61f5daf45c56ba6b7d76cf95345c259620c8f8d8e227600e623b3cf3bdb7d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01115",
    "kind": "arxiv",
    "version": 1
  }
}