Pith Number

pith:4OFYWCUW

pith:2024:4OFYWCUW3PWTWKITV4ZVQ4JDYL

not attested not anchored not stored refs pending

The Privacy Power of Correlated Noise in Decentralized Learning

Anastasia Koloskova, Aymane El Firdoussi, Martin Jaggi, Rachid Guerraoui, Youssef Allouah

arxiv:2405.01031 v2 · 2024-05-02 · cs.LG · cs.CR · cs.DC · 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{4OFYWCUW3PWTWKITV4ZVQ4JDYL}

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	2026-07-05T08:14:57.141029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e38b8b0a96dbed3b2913af33587123c2f018244e9c099d1235ad96faeb4b4db5

Aliases

arxiv: 2405.01031 · arxiv_version: 2405.01031v2 · doi: 10.48550/arxiv.2405.01031 · pith_short_12: 4OFYWCUW3PWT · pith_short_16: 4OFYWCUW3PWTWKIT · pith_short_8: 4OFYWCUW

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/4OFYWCUW3PWTWKITV4ZVQ4JDYL \
  | 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: e38b8b0a96dbed3b2913af33587123c2f018244e9c099d1235ad96faeb4b4db5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46d6f19f1c259014c88c92e08fa450078f1d7bdb8dcbf131ec93f0c8bf54cb2c",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-02T06:14:56Z",
    "title_canon_sha256": "cf15f79f6f5278a3fa4914612f613feb910de9db32892499b1a09193069f020d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01031",
    "kind": "arxiv",
    "version": 2
  }
}