Pith Number

pith:PLAPXQH6

pith:2025:PLAPXQH6WQACBBQXOQROQD4IWR

not attested not anchored not stored refs pending

Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning

Maximilian Egger, Mayank Bakshi, Rawad Bitar

arxiv:2502.00193 v1 · 2025-01-31 · cs.LG · cs.CR · cs.DC · 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{PLAPXQH6WQACBBQXOQROQD4IWR}

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

Adversary-Robust Learning from Fully Asynchronous Directional Derivative Estimates

Receipt and verification

First computed	2026-07-05T10:08:30.486213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ac0fbc0feb4002086177422e80f88b46e305343aaa5abe9bba1bb20d410f1e0

Aliases

arxiv: 2502.00193 · arxiv_version: 2502.00193v1 · doi: 10.48550/arxiv.2502.00193 · pith_short_12: PLAPXQH6WQAC · pith_short_16: PLAPXQH6WQACBBQX · pith_short_8: PLAPXQH6

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/PLAPXQH6WQACBBQXOQROQD4IWR \
  | 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: 7ac0fbc0feb4002086177422e80f88b46e305343aaa5abe9bba1bb20d410f1e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "735068db8f420ee99d66001451f454e036cc8e60f85edcb314316013d0a08cfd",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T22:22:11Z",
    "title_canon_sha256": "03b1f3166283c4ba3d0396996672511ce4730b47b43534de19edadf2f95b9a01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00193",
    "kind": "arxiv",
    "version": 1
  }
}