Pith Number

pith:ZAEN7WIK

pith:2025:ZAEN7WIKK5F6HSS543DWMZWHAP

not attested not anchored not stored refs pending

Experimental Demonstration of Over the Air Federated Learning for Cellular Networks

Asil Koc, Francois Periard, Guodong Zhang, Kaushik Chowdhury, Kubra Alemdar, Mario Hudon, Mohamed Amine Arfaoui, Philip Pietraski, Suyash Pradhan

arxiv:2503.06376 v1 · 2025-03-09 · 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{ZAEN7WIKK5F6HSS543DWMZWHAP}

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

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up

Receipt and verification

First computed	2026-07-05T10:27:31.937665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c808dfd90a574be3ca5de6c76666c703fed506e25be1ad62b8dda07ef3dd249d

Aliases

arxiv: 2503.06376 · arxiv_version: 2503.06376v1 · doi: 10.48550/arxiv.2503.06376 · pith_short_12: ZAEN7WIKK5F6 · pith_short_16: ZAEN7WIKK5F6HSS5 · pith_short_8: ZAEN7WIK

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/ZAEN7WIKK5F6HSS543DWMZWHAP \
  | 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: c808dfd90a574be3ca5de6c76666c703fed506e25be1ad62b8dda07ef3dd249d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "333499d913d4cc2763216bf939497250dc8b172bfbb0bbb8533d0677d831ca68",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-03-09T01:02:16Z",
    "title_canon_sha256": "4cf287d09c51a8b666c8379ae2871bc8e0009aa1fa1081880847f9462265c886"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06376",
    "kind": "arxiv",
    "version": 1
  }
}