Pith Number

pith:CQFBS5EF

pith:2024:CQFBS5EFRTOXP6ASAXLMYCHMZ6

not attested not anchored not stored refs pending

Latent mixed-effect models for high-dimensional longitudinal data

Harri L\"ahdesm\"aki, Manuel Hau{\ss}mann, Otto L\"onnroth, Priscilla Ong

arxiv:2409.11008 v1 · 2024-09-17 · cs.LG · stat.AP · stat.ML

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\usepackage{pith}
\pithnumber{CQFBS5EFRTOXP6ASAXLMYCHMZ6}

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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

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

Receipt and verification

First computed	2026-07-05T09:08:00.651342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

140a1974858cdd77f81205d6cc08eccf9429735fbd3a1a3d619a8109ddbe0e42

Aliases

arxiv: 2409.11008 · arxiv_version: 2409.11008v1 · doi: 10.48550/arxiv.2409.11008 · pith_short_12: CQFBS5EFRTOX · pith_short_16: CQFBS5EFRTOXP6AS · pith_short_8: CQFBS5EF

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/CQFBS5EFRTOXP6ASAXLMYCHMZ6 \
  | 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: 140a1974858cdd77f81205d6cc08eccf9429735fbd3a1a3d619a8109ddbe0e42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39730205cf44c98467de37696ed48104c5b8692ef706efb65d9577a66f240827",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-17T09:16:38Z",
    "title_canon_sha256": "f4e686a58e1cabea5ababb2801bedbc47a60a5057334b76c41f126c9ed4e1bf4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11008",
    "kind": "arxiv",
    "version": 1
  }
}