Pith Number

pith:JSAAMTGN

pith:2024:JSAAMTGNY2XWXSI3MJSAMH7KFF

not attested not anchored not stored refs pending

Differentially Private Decentralized Learning with Random Walks

Aur\'elien Bellet, Edwige Cyffers, Jalaj Upadhyay

arxiv:2402.07471 v2 · 2024-02-12 · 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{JSAAMTGNY2XWXSI3MJSAMH7KFF}

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

Dropout-Robust Mechanisms for Differentially Private and Fully Decentralized Mean Estimation

Receipt and verification

First computed	2026-07-05T08:27:03.527693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c80064ccdc6af6bc91b6264061fea2960cd4a1903d010b785e424c023e0c477

Aliases

arxiv: 2402.07471 · arxiv_version: 2402.07471v2 · doi: 10.48550/arxiv.2402.07471 · pith_short_12: JSAAMTGNY2XW · pith_short_16: JSAAMTGNY2XWXSI3 · pith_short_8: JSAAMTGN

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/JSAAMTGNY2XWXSI3MJSAMH7KFF \
  | 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: 4c80064ccdc6af6bc91b6264061fea2960cd4a1903d010b785e424c023e0c477

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ff5e8765895799e2413d124a3d4c222781879649e1baac9d13b6405a216558f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T08:16:58Z",
    "title_canon_sha256": "cdc4499c370f90a1121d1bfa1074fbb6c5f51df1f2e57fb094ebe143766458ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07471",
    "kind": "arxiv",
    "version": 2
  }
}