Pith Number

pith:JPOGEJNP

pith:2022:JPOGEJNPUSWNGUP24GECSLQVOX

not attested not anchored not stored refs pending

Byzantine-Robust Decentralized Learning via ClippedGossip

Lie He, Martin Jaggi, Sai Praneeth Karimireddy

arxiv:2202.01545 v2 · 2022-02-03 · cs.LG · 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{JPOGEJNPUSWNGUP24GECSLQVOX}

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

7 papers in Pith

Efficient and Robust Online Learning to Rank in Decentralized Systems

Near-Optimal Decentralized Stochastic Convex Optimization over Networks

RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent

On the Surprising Effectiveness of a Single Global Merging in Decentralized Learning

SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening

Receipt and verification

First computed	2026-07-05T06:02:45.003591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bdc6225afa4acd351fae188292e1575e63f1eb200825e9f07b17ad0b08b23f9

Aliases

arxiv: 2202.01545 · arxiv_version: 2202.01545v2 · doi: 10.48550/arxiv.2202.01545 · pith_short_12: JPOGEJNPUSWN · pith_short_16: JPOGEJNPUSWNGUP2 · pith_short_8: JPOGEJNP

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/JPOGEJNPUSWNGUP24GECSLQVOX \
  | 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: 4bdc6225afa4acd351fae188292e1575e63f1eb200825e9f07b17ad0b08b23f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8422916806c93ecad833b413a5f634affa43b082d179ec4435c4fe4753b2692e",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-03T12:04:36Z",
    "title_canon_sha256": "ae8befcd454e9cd89eddde81a8f576af53e5589e603860ca36b26c560549ddd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01545",
    "kind": "arxiv",
    "version": 2
  }
}