Pith Number

pith:FOD57ACD

pith:2019:FOD57ACDKW2HFELFOYQ4RTLM7I

not attested not anchored not stored refs pending

Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices

Dusit Niyato, Jun Zhao, Lingjuan Lyu, Linshan Jiang, Rui Tan, Yang Zhao, Yingbo Liu, Zengxiang Li

arxiv:1906.10893 v4 · 2019-06-26 · cs.CR · cs.HC · cs.LG · cs.NI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOD57ACDKW2HFELFOYQ4RTLM7I}

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

RepuNet: A Reputation System for Mitigating Malicious Clients in DFL

Receipt and verification

First computed	2026-07-05T02:10:57.495783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b87df804355b47291657621c8cd6cfa064c5a70b28830e95e71706b4192af6a

Aliases

arxiv: 1906.10893 · arxiv_version: 1906.10893v4 · doi: 10.48550/arxiv.1906.10893 · pith_short_12: FOD57ACDKW2H · pith_short_16: FOD57ACDKW2HFELF · pith_short_8: FOD57ACD

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/FOD57ACDKW2HFELFOYQ4RTLM7I \
  | 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: 2b87df804355b47291657621c8cd6cfa064c5a70b28830e95e71706b4192af6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55e7c1b0373d634900d91d5e2ad94ecf82a772901a3d256d417e18d3a925af16",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG",
      "cs.NI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-06-26T07:53:13Z",
    "title_canon_sha256": "1ad2b017ba96bb11235c4261263b45843cd6f283b6a929b36f3a3b281d9005ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.10893",
    "kind": "arxiv",
    "version": 4
  }
}