Pith Number

pith:4B5XEF5D

pith:2024:4B5XEF5D7KFIPB7AGPSS4Z53KW

not attested not anchored not stored refs pending

A Game-Theoretic Framework for Privacy-Aware Client Sampling in Federated Learning

Wenhao Yuan, Xuehe Wang

arxiv:2412.05636 v1 · 2024-12-07 · 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{4B5XEF5D7KFIPB7AGPSS4Z53KW}

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

MEMOA: Massive Mixtures of Online Agents via Mean-Field Decentralized Nash Equilibria

Receipt and verification

First computed	2026-07-05T09:46:06.622941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e07b7217a3fa8a8787e033e52e67bb55848256cccfe90a924816260b9c870d4f

Aliases

arxiv: 2412.05636 · arxiv_version: 2412.05636v1 · doi: 10.48550/arxiv.2412.05636 · pith_short_12: 4B5XEF5D7KFI · pith_short_16: 4B5XEF5D7KFIPB7A · pith_short_8: 4B5XEF5D

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/4B5XEF5D7KFIPB7AGPSS4Z53KW \
  | 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: e07b7217a3fa8a8787e033e52e67bb55848256cccfe90a924816260b9c870d4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a030dfb9408ecfbceb956214abf09c0fca214c35f07222dde28375059d23edf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-12-07T12:42:57Z",
    "title_canon_sha256": "da95f3376f1a99d4c9a1c3bca6754af67e7a53e6e88232311974a0dc1615fe27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05636",
    "kind": "arxiv",
    "version": 1
  }
}