Pith Number

pith:2T3QWL4G

pith:2024:2T3QWL4GTKT4GD3P3LL4HGNSUJ

not attested not anchored not stored refs pending

Integrating Random Effects in Variational Autoencoders for Dimensionality Reduction of Correlated Data

Giora Simchoni, Saharon Rosset

arxiv:2412.16899 v2 · 2024-12-22 · 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{2T3QWL4GTKT4GD3P3LL4HGNSUJ}

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	2026-07-05T09:53:47.765199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4f70b2f869aa7c30f6fdad7c399b2a255fa472a56fa3995edfddd0b47471431

Aliases

arxiv: 2412.16899 · arxiv_version: 2412.16899v2 · doi: 10.48550/arxiv.2412.16899 · pith_short_12: 2T3QWL4GTKT4 · pith_short_16: 2T3QWL4GTKT4GD3P · pith_short_8: 2T3QWL4G

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/2T3QWL4GTKT4GD3P3LL4HGNSUJ \
  | 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: d4f70b2f869aa7c30f6fdad7c399b2a255fa472a56fa3995edfddd0b47471431

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "959f2268436dacb954c32179801348eecceecae1047214d929974b3e063573cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-22T07:20:17Z",
    "title_canon_sha256": "e6f435580439a8ca18e762dadf5ba5f145f353e9622cd961522bffe2cfe2d78a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16899",
    "kind": "arxiv",
    "version": 2
  }
}