Pith Number

pith:BS4RHV23

pith:2025:BS4RHV235CUWPCVVZYSLCX7TZZ

not attested not anchored not stored refs pending

Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks

Nazreen Shah, Ranjitha Prasad, Zubair Shaban

arxiv:2503.19549 v2 · 2025-03-25 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BS4RHV235CUWPCVVZYSLCX7TZZ}

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.

Receipt and verification

First computed	2026-07-05T11:23:50.084067Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cb913d75be8a9678ab5ce24b15ff3ce7671d4bf9b6285fddae1f239dabf2cca

Aliases

arxiv: 2503.19549 · arxiv_version: 2503.19549v2 · doi: 10.48550/arxiv.2503.19549 · pith_short_12: BS4RHV235CUW · pith_short_16: BS4RHV235CUWPCVV · pith_short_8: BS4RHV23

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/BS4RHV235CUWPCVVZYSLCX7TZZ \
  | 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: 0cb913d75be8a9678ab5ce24b15ff3ce7671d4bf9b6285fddae1f239dabf2cca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4bcca4e713e74c054fbb93984d8918021d7f312911e5e2990a2154aba3d06b4",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-25T11:04:00Z",
    "title_canon_sha256": "f6e0d3eeaf27ef14a658a144729ab1ace87cc16adde015408f09dc0c9d806547"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19549",
    "kind": "arxiv",
    "version": 2
  }
}