Pith Number

pith:7VYDAEZL

pith:2025:7VYDAEZLEYUTBXD26DRQIF6EGA

not attested not anchored not stored refs pending

On Model Protection in Federated Learning against Eavesdropping Attacks

Dipankar Maity, Kushal Chakrabarti

arxiv:2504.02114 v1 · 2025-04-02 · cs.CR · cs.AI · cs.LG · cs.SY · eess.SY · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7VYDAEZLEYUTBXD26DRQIF6EGA}

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

MaxModShift: Model Privacy via Designed Shifts

Receipt and verification

First computed	2026-07-05T10:43:50.767701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd7030132b262930dc7af0e30417c4302c533d08725f0543ca13ca30a4a28534

Aliases

arxiv: 2504.02114 · arxiv_version: 2504.02114v1 · doi: 10.48550/arxiv.2504.02114 · pith_short_12: 7VYDAEZLEYUT · pith_short_16: 7VYDAEZLEYUTBXD2 · pith_short_8: 7VYDAEZL

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/7VYDAEZLEYUTBXD26DRQIF6EGA \
  | 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: fd7030132b262930dc7af0e30417c4302c533d08725f0543ca13ca30a4a28534

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "855fb3446c790c47829517a5ca93b745a7ababe90cc294cf0b48453f5699f0d5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-02T20:20:13Z",
    "title_canon_sha256": "f263f2f8860d8ee6408eb8c4423786cdb356a6bb1bf1eba2d18cfe9ac063687d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02114",
    "kind": "arxiv",
    "version": 1
  }
}