Pith Number

pith:GRVUFVGW

pith:2023:GRVUFVGWALKRR72YYKGZ653R3T

not attested not anchored not stored refs pending

Training generative models from privatized data

Ayfer \"Ozg\"ur, Daria Reshetova, Wei-Ning Chen

arxiv:2306.09547 v2 · 2023-06-15 · cs.LG · cs.CR · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRVUFVGWALKRR72YYKGZ653R3T}

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	2026-07-05T07:50:50.705089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

346b42d4d602d518ff58c28d9f7771dced1ee34b5b5e162cb630d9033096d10e

Aliases

arxiv: 2306.09547 · arxiv_version: 2306.09547v2 · doi: 10.48550/arxiv.2306.09547 · pith_short_12: GRVUFVGWALKR · pith_short_16: GRVUFVGWALKRR72Y · pith_short_8: GRVUFVGW

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/GRVUFVGWALKRR72YYKGZ653R3T \
  | 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: 346b42d4d602d518ff58c28d9f7771dced1ee34b5b5e162cb630d9033096d10e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b0abe733d4d5b11f79b834edb6eb19260097613914694dac0f6dc6b2c55d2b3",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T23:28:45Z",
    "title_canon_sha256": "c8670128d1f49a2b423818a14ab418972c3396671d405b0db35fc7c15a1d6509"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09547",
    "kind": "arxiv",
    "version": 2
  }
}