Pith Number

pith:NWD2FPL2

pith:2023:NWD2FPL2LDC3PAETCF6TYARO77

not attested not anchored not stored refs pending

Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense

Alberto Huertas Celdr\'an, Enrique Tom\'as Mart\'inez Beltr\'an, G\'er\^ome Bovet, Gregorio Mart\'inez P\'erez, Manuel Gil P\'erez, Pedro Miguel S\'anchez S\'anchez, Sergio L\'opez Bernal

arxiv:2307.11730 v2 · 2023-07-21 · cs.CR · cs.AI · cs.DC · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NWD2FPL2LDC3PAETCF6TYARO77}

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	2026-07-05T07:22:21.119906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d87a2bd7a58c5b78093117d3c022effec1d4f9fdf6d36f43f88258fbb8bbe6e

Aliases

arxiv: 2307.11730 · arxiv_version: 2307.11730v2 · doi: 10.48550/arxiv.2307.11730 · pith_short_12: NWD2FPL2LDC3 · pith_short_16: NWD2FPL2LDC3PAET · pith_short_8: NWD2FPL2

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/NWD2FPL2LDC3PAETCF6TYARO77 \
  | 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: 6d87a2bd7a58c5b78093117d3c022effec1d4f9fdf6d36f43f88258fbb8bbe6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9441bdae599a17fc77f5918137af9b07306f8874b51ffffdb097f4ebfa71ac1f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-07-21T17:43:50Z",
    "title_canon_sha256": "dcc814433ea57a6f8024f74a26622fca7603c6b416d9976caac184921f5470ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11730",
    "kind": "arxiv",
    "version": 2
  }
}