Pith Number

pith:JLBNG7UB

pith:2025:JLBNG7UBV777NAQLKQJO6FAAS2

not attested not anchored not stored refs pending

A Bayesian Incentive Mechanism for Poison-Resilient Federated Learning

Daniel Commey, Garth V. Crosby, Griffith S. Klogo, Rebecca A. Sarpong, Winful Bagyl-Bac

arxiv:2507.12439 v1 · 2025-07-16 · cs.LG · cs.CR · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JLBNG7UBV777NAQLKQJO6FAAS2}

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

ZKP-FedEval: Verifiable and Privacy-Preserving Federated Evaluation using Zero-Knowledge Proofs

Receipt and verification

First computed	2026-07-05T11:38:20.251065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ac2d37e81affff6820b5412ef1400968f0a68a06a9ba902213f5b7e3754f9c8

Aliases

arxiv: 2507.12439 · arxiv_version: 2507.12439v1 · doi: 10.48550/arxiv.2507.12439 · pith_short_12: JLBNG7UBV777 · pith_short_16: JLBNG7UBV777NAQL · pith_short_8: JLBNG7UB

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/JLBNG7UBV777NAQLKQJO6FAAS2 \
  | 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: 4ac2d37e81affff6820b5412ef1400968f0a68a06a9ba902213f5b7e3754f9c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b242ca4f898a0d0be61273b0914bb4d8543a123f9358d0972b00c963b826f5f",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-16T17:27:25Z",
    "title_canon_sha256": "a5aabdb2d82f33bacc5e3ef78700bb54d07cc77162f9eb2aa714c8efd3ceab96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12439",
    "kind": "arxiv",
    "version": 1
  }
}