Pith Number

pith:QGZ73ZXI

pith:2024:QGZ73ZXI3SGT34MTBSWH7J7UK5

not attested not anchored not stored refs pending

Rendering Wireless Environments Useful for Gradient Estimators: A Zero-Order Stochastic Federated Learning Method

Elissa Mhanna, Mohamad Assaad

arxiv:2401.17460 v3 · 2024-01-30 · cs.LG · cs.DC · cs.MA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGZ73ZXI3SGT34MTBSWH7J7UK5}

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation

Receipt and verification

First computed	2026-07-05T10:13:38.464387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81b3fde6e8dc8d3df1930cac7fa7f45759917a3428d319a808dde6b282404733

Aliases

arxiv: 2401.17460 · arxiv_version: 2401.17460v3 · doi: 10.48550/arxiv.2401.17460 · pith_short_12: QGZ73ZXI3SGT · pith_short_16: QGZ73ZXI3SGT34MT · pith_short_8: QGZ73ZXI

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/QGZ73ZXI3SGT34MTBSWH7J7UK5 \
  | 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: 81b3fde6e8dc8d3df1930cac7fa7f45759917a3428d319a808dde6b282404733

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48cc61bd122d6d4d198b23e14404442afaecdffa98384a2e667131c1c4b04e1c",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.MA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-30T21:46:09Z",
    "title_canon_sha256": "2e8ab5afc012e7c6e53e9cb9d23d615dd27adbdc92b01fdc0f379aad0cb767b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17460",
    "kind": "arxiv",
    "version": 3
  }
}