Pith Number

pith:M25WMBBR

pith:2021:M25WMBBR7XNFSM4FWYQLX7HM7L

not attested not anchored not stored refs pending

Formalizing and Estimating Distribution Inference Risks

Anshuman Suri, David Evans

arxiv:2109.06024 v6 · 2021-09-13 · cs.LG · cs.AI · 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{M25WMBBR7XNFSM4FWYQLX7HM7L}

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

2 papers in Pith

Alignment Defends LLMs from Property Inference Attacks

Fair Finetuning Mitigates Distribution Inference Attacks

Receipt and verification

First computed	2026-07-05T04:37:18.408996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66bb660431fdda593385b620bbfcecfaf876200551a1a8a0f4d5a0be92e7f19a

Aliases

arxiv: 2109.06024 · arxiv_version: 2109.06024v6 · doi: 10.48550/arxiv.2109.06024 · pith_short_12: M25WMBBR7XNF · pith_short_16: M25WMBBR7XNFSM4F · pith_short_8: M25WMBBR

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/M25WMBBR7XNFSM4FWYQLX7HM7L \
  | 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: 66bb660431fdda593385b620bbfcecfaf876200551a1a8a0f4d5a0be92e7f19a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce122edafdefbf65aadf9a5b3b77ff0d53a8d9e77cefd905ae9c0504880b9c67",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-13T14:54:39Z",
    "title_canon_sha256": "a30fc642c31aed7d8ce46a02bcd577be880ec933f355ffeb5e4641ebfef69721"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06024",
    "kind": "arxiv",
    "version": 6
  }
}