Pith Number

pith:MVJEPA55

pith:2025:MVJEPA557QEZYBT7BWXPJJDS7H

not attested not anchored not stored refs pending

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning

Alberto Huertas Celdran, Burkhard Stiller, Chao Feng, Gerome Bovet, Yuanzhe Gao

arxiv:2501.03119 v3 · 2025-01-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MVJEPA557QEZYBT7BWXPJJDS7H}

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

Topology-Aware Differential Privacy in Federated Learning

Receipt and verification

First computed	2026-07-05T11:58:23.579099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65524783bdfc099c067f0daef4a472f9ebf2064ea9a90bc654bbd54c13ba6df9

Aliases

arxiv: 2501.03119 · arxiv_version: 2501.03119v3 · doi: 10.48550/arxiv.2501.03119 · pith_short_12: MVJEPA557QEZ · pith_short_16: MVJEPA557QEZYBT7 · pith_short_8: MVJEPA55

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/MVJEPA557QEZYBT7BWXPJJDS7H \
  | 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: 65524783bdfc099c067f0daef4a472f9ebf2064ea9a90bc654bbd54c13ba6df9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b2e319bf7b57ba78d5b7eee15e0efdb19df34fba41ff5a31557c90704be9c24",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T16:27:53Z",
    "title_canon_sha256": "c00e145ac9718908096a6fcde786d6ef68f1cf1a0abd24d09fb3c6c8c88137b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03119",
    "kind": "arxiv",
    "version": 3
  }
}