Pith Number

pith:ZGIDH2A3

pith:2024:ZGIDH2A3RMW3EY3UXTL6RU3WKK

not attested not anchored not stored refs pending

Generative Models with ELBOs Converging to Entropy Sums

Asja Fischer, Dmytro Velychko, Jan Warnken, J\"org L\"ucke, Simon Damm

arxiv:2501.09022 v1 · 2024-12-25 · stat.ML · cs.IT · cs.LG · math.IT · math.PR · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZGIDH2A3RMW3EY3UXTL6RU3WKK}

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	2026-07-05T10:01:40.297593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c99033e81b8b2db26374bcd7e8d376529b0f4aa38d9ac60a626641f3c27e0369

Aliases

arxiv: 2501.09022 · arxiv_version: 2501.09022v1 · doi: 10.48550/arxiv.2501.09022 · pith_short_12: ZGIDH2A3RMW3 · pith_short_16: ZGIDH2A3RMW3EY3U · pith_short_8: ZGIDH2A3

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/ZGIDH2A3RMW3EY3UXTL6RU3WKK \
  | 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: c99033e81b8b2db26374bcd7e8d376529b0f4aa38d9ac60a626641f3c27e0369

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "185bfb0319046f5bd6ca6fb39e74d954ecf5378b53bbf6596a7ad5408c39e74f",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT",
      "math.PR",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-25T15:47:23Z",
    "title_canon_sha256": "499ae5b0d4a51d0bc27a9f18a44cd3bac18ce0945b26971f5b949553678c4201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09022",
    "kind": "arxiv",
    "version": 1
  }
}