Pith Number

pith:JLOYNZO3

pith:2023:JLOYNZO3Z4M5CX3LG2U4E6DTRF

not attested not anchored not stored refs pending

Federated Learning: A Cutting-Edge Survey of the Latest Advancements and Applications

Azim Akhtarshenas, Behrouz Maham, David L\'opez-P\'erez, Mohammad Ali Vahedifar, Navid Ayoobi, Sina Ebrahimi, Tohid Alizadeh

arxiv:2310.05269 v3 · 2023-10-08 · cs.LG · cs.AI · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JLOYNZO3Z4M5CX3LG2U4E6DTRF}

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	2026-07-05T08:23:12.740520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4add86e5dbcf19d15f6b36a9c278738947de1132f2384e366b058c54d7b97a77

Aliases

arxiv: 2310.05269 · arxiv_version: 2310.05269v3 · doi: 10.48550/arxiv.2310.05269 · pith_short_12: JLOYNZO3Z4M5 · pith_short_16: JLOYNZO3Z4M5CX3L · pith_short_8: JLOYNZO3

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/JLOYNZO3Z4M5CX3LG2U4E6DTRF \
  | 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: 4add86e5dbcf19d15f6b36a9c278738947de1132f2384e366b058c54d7b97a77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "842d459300c2f71dee9611d0849d287587b8b777a9f292efb078bdd3f823cfe8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-08T19:54:26Z",
    "title_canon_sha256": "6d307a7fb68d2709219c558a6099d41c30af854c05691af67135c2f87cca7b8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05269",
    "kind": "arxiv",
    "version": 3
  }
}