Pith Number

pith:MATSV7DM

pith:2023:MATSV7DMNXJWXDECFGSDUF7U3B

not attested not anchored not stored refs pending

Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy Profile

Brian Testa, Edward Raff, Elliott Zaresky-Williams, Fred Lu, Joseph Munoz, Maya Fuchs, Tyler LeBlond

arxiv:2306.15790 v1 · 2023-06-27 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MATSV7DMNXJWXDECFGSDUF7U3B}

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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	2026-07-05T06:25:44.350991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60272afc6c6dd36b8c8229a43a17f4d855fa6f1c962fbaeec0d70cd0ce6b134a

Aliases

arxiv: 2306.15790 · arxiv_version: 2306.15790v1 · doi: 10.48550/arxiv.2306.15790 · pith_short_12: MATSV7DMNXJW · pith_short_16: MATSV7DMNXJWXDEC · pith_short_8: MATSV7DM

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/MATSV7DMNXJWXDECFGSDUF7U3B \
  | 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: 60272afc6c6dd36b8c8229a43a17f4d855fa6f1c962fbaeec0d70cd0ce6b134a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fbb61a790a0b1a10a958703740e71cd796ec9bf16b90b93973d52e7405e2593",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-27T20:39:07Z",
    "title_canon_sha256": "ba59f400f0453e025db6a9ac43394ec2eb58f5ec0d007a50cc980ac37746e97a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15790",
    "kind": "arxiv",
    "version": 1
  }
}