Pith Number

pith:X22QLIIA

pith:2024:X22QLIIA3MM3SH4HMN7PXSEYLV

not attested not anchored not stored refs pending

Federated Learning: Attacks, Defenses, Opportunities, and Challenges

Behzad Beigzadeh, Ghazaleh Shirvani, Saeid Ghasemshirazi

arxiv:2403.06067 v1 · 2024-03-10 · 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{X22QLIIA3MM3SH4HMN7PXSEYLV}

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	2026-07-05T07:54:17.683416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

beb505a100db19b91f87637efbc8985d49265a0c8d3905fc2eaadd1070596e1d

Aliases

arxiv: 2403.06067 · arxiv_version: 2403.06067v1 · doi: 10.48550/arxiv.2403.06067 · pith_short_12: X22QLIIA3MM3 · pith_short_16: X22QLIIA3MM3SH4H · pith_short_8: X22QLIIA

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/X22QLIIA3MM3SH4HMN7PXSEYLV \
  | 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: beb505a100db19b91f87637efbc8985d49265a0c8d3905fc2eaadd1070596e1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d67c7df6abd80b0768b44311b5711edad1fe1d03f7b1acd670a7c87acd254f64",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-03-10T03:05:59Z",
    "title_canon_sha256": "6c197707659f1874f645e07d952be388d00b9f4fec7b51c2647545fdc82df908"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06067",
    "kind": "arxiv",
    "version": 1
  }
}