Pith Number

pith:EEDQZU25

pith:2024:EEDQZU25O424GDIVP7XO7JHMMA

not attested not anchored not stored refs pending

FedGIG: Graph Inversion from Gradient in Federated Learning

Haozhao Wang, Ruixuan Li, Tianzhe Xiao, Yichen Li, Yining Qi

arxiv:2412.18513 v1 · 2024-12-24 · 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{EEDQZU25O424GDIVP7XO7JHMMA}

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

1 paper in Pith

Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses

Receipt and verification

First computed	2026-07-05T09:53:56.870885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21070cd35d7735c30d157feeefa4ec603e6802b921158816fc3f5f57e04592d7

Aliases

arxiv: 2412.18513 · arxiv_version: 2412.18513v1 · doi: 10.48550/arxiv.2412.18513 · pith_short_12: EEDQZU25O424 · pith_short_16: EEDQZU25O424GDIV · pith_short_8: EEDQZU25

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/EEDQZU25O424GDIVP7XO7JHMMA \
  | 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: 21070cd35d7735c30d157feeefa4ec603e6802b921158816fc3f5f57e04592d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4cbd1c9b3e45086c7fa78fcc836472668938cb5d03325e86db54669c6d8e24d",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T15:52:21Z",
    "title_canon_sha256": "6934b8b057ba8e6f288fea7207e803532bb89624b81d95d5bb8bd8635c921fb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18513",
    "kind": "arxiv",
    "version": 1
  }
}