Pith Number

pith:SZJV4U5Y

pith:2025:SZJV4U5YBSP2MQJHB3DWMOSVVT

not attested not anchored not stored refs pending

Strategic Incentivization for Locally Differentially Private Federated Learning

Arunesh Sinha, Shamik Sural, Yashwant Krishna Pagoti

arxiv:2508.07138 v1 · 2025-08-10 · cs.LG · 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{SZJV4U5YBSP2MQJHB3DWMOSVVT}

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	2026-07-05T11:51:41.486857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96535e53b80c9fa641270ec7663a55acd2cb7a691496e09937729649ff0e56d7

Aliases

arxiv: 2508.07138 · arxiv_version: 2508.07138v1 · doi: 10.48550/arxiv.2508.07138 · pith_short_12: SZJV4U5YBSP2 · pith_short_16: SZJV4U5YBSP2MQJH · pith_short_8: SZJV4U5Y

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/SZJV4U5YBSP2MQJHB3DWMOSVVT \
  | 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: 96535e53b80c9fa641270ec7663a55acd2cb7a691496e09937729649ff0e56d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55827a3481e517d8f137f3960bf9364013a5247234984d1fb34f851adfa68ccd",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-10T01:57:47Z",
    "title_canon_sha256": "1706d69fe826df1c2281229bd74125bfd5bf7f978afeff9d9866d501d2d8bf1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07138",
    "kind": "arxiv",
    "version": 1
  }
}