Pith Number

pith:EQPPSPZJ

pith:2023:EQPPSPZJ435KGVLDZWXW52JTIQ

not attested not anchored not stored refs pending

Provably Personalized and Robust Federated Learning

Lie He, Mariel Werner, Martin Jaggi, Michael Jordan, Sai Praneeth Karimireddy

arxiv:2306.08393 v2 · 2023-06-14 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EQPPSPZJ435KGVLDZWXW52JTIQ}

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

Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers

Receipt and verification

First computed	2026-07-05T07:24:50.993978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

241ef93f29e6faa35563cdaf6ee9334438cd1dc14f73fb90489c314021169b27

Aliases

arxiv: 2306.08393 · arxiv_version: 2306.08393v2 · doi: 10.48550/arxiv.2306.08393 · pith_short_12: EQPPSPZJ435K · pith_short_16: EQPPSPZJ435KGVLD · pith_short_8: EQPPSPZJ

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/EQPPSPZJ435KGVLDZWXW52JTIQ \
  | 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: 241ef93f29e6faa35563cdaf6ee9334438cd1dc14f73fb90489c314021169b27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6df244de2cac61bacab56eec2424d79cc30159d304a9bec8a1bf5593da71520d",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-14T09:37:39Z",
    "title_canon_sha256": "27b26c37c8c0641a077a099ad3eb795c95c86a90f7bce5358c47b60601929327"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08393",
    "kind": "arxiv",
    "version": 2
  }
}