Pith Number

pith:D55MXYMX

pith:2023:D55MXYMXM6M5H6L7NOXFATVK56

not attested not anchored not stored refs pending

A Note on Generalization in Variational Autoencoders: How Effective Is Synthetic Data & Overparameterization?

Johannes Zenn, Robert Bamler, Tim Z. Xiao

arxiv:2310.19653 v3 · 2023-10-30 · stat.ML · cs.CV · 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{D55MXYMXM6M5H6L7NOXFATVK56}

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

Fine-Grained Traffic Inference from Road to Lane via Spatio-Temporal Graph Node Generation

Receipt and verification

First computed	2026-07-05T09:52:57.987375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f7acbe1976799d3f97f6bae504eaaef9da475519d072e9b3719ac63811ef60c

Aliases

arxiv: 2310.19653 · arxiv_version: 2310.19653v3 · doi: 10.48550/arxiv.2310.19653 · pith_short_12: D55MXYMXM6M5 · pith_short_16: D55MXYMXM6M5H6L7 · pith_short_8: D55MXYMX

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/D55MXYMXM6M5H6L7NOXFATVK56 \
  | 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: 1f7acbe1976799d3f97f6bae504eaaef9da475519d072e9b3719ac63811ef60c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd44e2de95d767c6dac74a82c45e21a99fc0344ffc260d5f71c3a0f767b3a0e8",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-30T15:38:39Z",
    "title_canon_sha256": "7870dca10045d99aed16ee5c258fac73a916af05f25d9e7768db665a9b4c481f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19653",
    "kind": "arxiv",
    "version": 3
  }
}