Pith Number

pith:NJC453VS

pith:2025:NJC453VSKVOAE4FNFTL6HRUKMK

not attested not anchored not stored refs pending

Learned Digital Over-the-Air Computing for Federated Edge Learning

Antonio Tarizzo, Deniz G\"und\"uz, Mohammad Kazemi

arxiv:2509.16577 v2 · 2025-09-20 · 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{NJC453VSKVOAE4FNFTL6HRUKMK}

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

Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization

Receipt and verification

First computed	2026-08-04T01:57:53.900481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a45ceeeb2555c0270ad2cd7e3c68a629811b9830539711f965896fb1d16dcc5

Aliases

arxiv: 2509.16577 · arxiv_version: 2509.16577v2 · doi: 10.48550/arxiv.2509.16577 · pith_short_12: NJC453VSKVOA · pith_short_16: NJC453VSKVOAE4FN · pith_short_8: NJC453VS

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/NJC453VSKVOAE4FNFTL6HRUKMK \
  | 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: 6a45ceeeb2555c0270ad2cd7e3c68a629811b9830539711f965896fb1d16dcc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b099b7b7b6f18bfa4e7e4d97f63c35108b239476a582c38325c943abb0b693f",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-20T08:43:42Z",
    "title_canon_sha256": "e86ea742636677841cbe7696f25d05feb527ae4726556ccc270e2deed2ea9b7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.16577",
    "kind": "arxiv",
    "version": 2
  }
}