Pith Number

pith:GRMZN6A4

pith:2019:GRMZN6A4ZA7TFVSTI4PTGP2CBG

not attested not anchored not stored refs pending

Regularising Deep Networks with Deep Generative Models

Alexander Camuto, Chris Holmes, Matthew Willetts, Stephen Roberts

arxiv:1909.11507 v2 · 2019-09-25 · 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{GRMZN6A4ZA7TFVSTI4PTGP2CBG}

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	2026-07-05T00:11:22.366608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

345996f81cc83f32d653471f333f4209ba9024d260b0c62c26b3918a3c773b89

Aliases

arxiv: 1909.11507 · arxiv_version: 1909.11507v2 · doi: 10.48550/arxiv.1909.11507 · pith_short_12: GRMZN6A4ZA7T · pith_short_16: GRMZN6A4ZA7TFVST · pith_short_8: GRMZN6A4

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/GRMZN6A4ZA7TFVSTI4PTGP2CBG \
  | 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: 345996f81cc83f32d653471f333f4209ba9024d260b0c62c26b3918a3c773b89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "287685f53f80cd4287ae843fa7a2fc246ac95c63c07602a18d93d10848513dcd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-25T14:14:04Z",
    "title_canon_sha256": "f0c55bb97ee1eb369ac5d478a6b0bd6847d650cdccb0705d05745783f366c47f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11507",
    "kind": "arxiv",
    "version": 2
  }
}