Pith Number

pith:5DBMTSZA

pith:2024:5DBMTSZA4NRUWTCGZXPJ72EH2S

not attested not anchored not stored refs pending

Understanding Data Reconstruction Leakage in Federated Learning from a Theoretical Perspective

Binghui Wang, Binghui Zhang, Meng Pang, Yuan Hong, Zifan Wang

arxiv:2408.12119 v1 · 2024-08-22 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5DBMTSZA4NRUWTCGZXPJ72EH2S}

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	2026-07-05T08:58:04.361195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8c2c9cb20e3634b4c46cdde9fe887d4836837d5128e7fa7166ff28a90a40187

Aliases

arxiv: 2408.12119 · arxiv_version: 2408.12119v1 · doi: 10.48550/arxiv.2408.12119 · pith_short_12: 5DBMTSZA4NRU · pith_short_16: 5DBMTSZA4NRUWTCG · pith_short_8: 5DBMTSZA

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/5DBMTSZA4NRUWTCGZXPJ72EH2S \
  | 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: e8c2c9cb20e3634b4c46cdde9fe887d4836837d5128e7fa7166ff28a90a40187

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea4386f7c9adac0e4a0cad963188cec3e68d960b4d3cc0654e7ad63b40709f81",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-08-22T04:20:48Z",
    "title_canon_sha256": "c9c7f69a0c33100412a2aa7238b5460b58b565c866362cc9454d7337f52402f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12119",
    "kind": "arxiv",
    "version": 1
  }
}