Pith Number

pith:PIYCCXLD

pith:2021:PIYCCXLDLOBIU63YRRHOU2QWZH

not attested not anchored not stored refs pending

Dataset Inference: Ownership Resolution in Machine Learning

Mohammad Yaghini, Nicolas Papernot, Pratyush Maini

arxiv:2104.10706 v1 · 2021-04-21 · stat.ML · cs.CR · 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{PIYCCXLDLOBIU63YRRHOU2QWZH}

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

4 papers in Pith

Natural Identifiers for Privacy and Data Audits in Large Language Models

Amplifying Membership Signal Through Chained Regeneration

Landseer: Exploring the Machine Learning Defense Landscape

A2-DIDM: Privacy-preserving Accumulator-enabled Auditing for Distributed Identity of DNN Model

Receipt and verification

First computed	2026-07-05T02:34:13.632160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a30215d635b828a7b788c4eea6a16c9e6a8b5217a76beda3a420dc4be515703

Aliases

arxiv: 2104.10706 · arxiv_version: 2104.10706v1 · doi: 10.48550/arxiv.2104.10706 · pith_short_12: PIYCCXLDLOBI · pith_short_16: PIYCCXLDLOBIU63Y · pith_short_8: PIYCCXLD

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/PIYCCXLDLOBIU63YRRHOU2QWZH \
  | 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: 7a30215d635b828a7b788c4eea6a16c9e6a8b5217a76beda3a420dc4be515703

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41a0f1c50b1957d64de69d441f7e46d9b9bc0e450e0b2b4c8fc6d69dd6eed7d3",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-04-21T18:12:18Z",
    "title_canon_sha256": "12c57ce117aadfe46108ba28e63c1b6660a36bc3d2bbfce5a1671efd54c2653e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10706",
    "kind": "arxiv",
    "version": 1
  }
}