Pith Number

pith:C23ZA277

pith:2024:C23ZA277F7BIBTM4QPWMVILOAI

not attested not anchored not stored refs pending

Federated Learning Nodes Can Reconstruct Peers' Image Data

Chau-Wai Wong, Ethan Wilson, Huaiyu Dai, Kai Yue

arxiv:2410.04661 v2 · 2024-10-07 · 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{C23ZA277F7BIBTM4QPWMVILOAI}

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	2026-07-05T11:20:46.870416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16b7906bff2fc280cd9c83eccaa16e020786caab12c157296264d0becd7d5c59

Aliases

arxiv: 2410.04661 · arxiv_version: 2410.04661v2 · doi: 10.48550/arxiv.2410.04661 · pith_short_12: C23ZA277F7BI · pith_short_16: C23ZA277F7BIBTM4 · pith_short_8: C23ZA277

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/C23ZA277F7BIBTM4QPWMVILOAI \
  | 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: 16b7906bff2fc280cd9c83eccaa16e020786caab12c157296264d0becd7d5c59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f756156eaeb2893f138b927f5b6067ca3555c186bf40f6708a946599a512e6dc",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T00:18:35Z",
    "title_canon_sha256": "8840235a211aa2e6a8754ba57e3d830873dd40a176f8a21604e2183ef96628a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04661",
    "kind": "arxiv",
    "version": 2
  }
}