Pith Number

pith:V2TJLYO2

pith:2024:V2TJLYO2N5JUI7TXPRS4WDVST4

not attested not anchored not stored refs pending

Membership Inference Attacks and Defenses in Federated Learning: A Survey

Haibo Hu, Haoyang Li, Jianliang Xu, Leixia Wang, Li Bai, Qingqing Ye

arxiv:2412.06157 v1 · 2024-12-09 · 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{V2TJLYO2N5JUI7TXPRS4WDVST4}

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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.

Cited by

1 paper in Pith

Synthetic Data Can Mislead Evaluations: Membership Inference as Machine Text Detection

Receipt and verification

First computed	2026-07-05T09:46:16.307809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aea695e1da6f53447e777c65cb0eb29f02e1a8a85e7d31253af21f84855f204a

Aliases

arxiv: 2412.06157 · arxiv_version: 2412.06157v1 · doi: 10.48550/arxiv.2412.06157 · pith_short_12: V2TJLYO2N5JU · pith_short_16: V2TJLYO2N5JUI7TX · pith_short_8: V2TJLYO2

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/V2TJLYO2N5JUI7TXPRS4WDVST4 \
  | 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: aea695e1da6f53447e777c65cb0eb29f02e1a8a85e7d31253af21f84855f204a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4cf11bc87aca6b76454a61bcc9ae0a91917cc27da25c2b5168991f0bc627d843",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-09T02:39:58Z",
    "title_canon_sha256": "31b6dcba381fe6eff35bb9b05db4c192e08524fa1718358446dd7b3120ff9fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06157",
    "kind": "arxiv",
    "version": 1
  }
}