Pith Number

pith:VO7FCOLT

pith:2025:VO7FCOLT6YR32P6OQEFYL4HKQU

not attested not anchored not stored refs pending

Mitigating Membership Inference Vulnerability in Personalized Federated Learning

Catuscia Palamidessi, Kangsoo Jung, Sayan Biswas

arxiv:2503.09414 v1 · 2025-03-12 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VO7FCOLT6YR32P6OQEFYL4HKQU}

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	2026-07-05T10:29:55.847304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abbe513973f623bd3fce810b85f0ea8533f9c9f1862ff5517ef80bcecd10758d

Aliases

arxiv: 2503.09414 · arxiv_version: 2503.09414v1 · doi: 10.48550/arxiv.2503.09414 · pith_short_12: VO7FCOLT6YR3 · pith_short_16: VO7FCOLT6YR32P6O · pith_short_8: VO7FCOLT

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/VO7FCOLT6YR32P6OQEFYL4HKQU \
  | 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: abbe513973f623bd3fce810b85f0ea8533f9c9f1862ff5517ef80bcecd10758d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bb5a466168e8b2cd4580bb4f9fdb3652b7e20aa89d93cbf1cca397543616c58",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T14:10:35Z",
    "title_canon_sha256": "42ba43cd70e7cf2dec090ca8526aa8479edec239b500ba1413a50bf04f873d51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09414",
    "kind": "arxiv",
    "version": 1
  }
}