Pith Number

pith:U6O437MI

pith:2023:U6O437MI4ZDAZKGNCXWJYH7ZMQ

not attested not anchored not stored refs pending

Federated Learning from Heterogeneous Data via Controlled Bayesian Air Aggregation

Kobi Cohen, Tomer Gafni, Yonina C. Eldar

arxiv:2303.17413 v1 · 2023-03-30 · 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{U6O437MI4ZDAZKGNCXWJYH7ZMQ}

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

Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity

Receipt and verification

First computed	2026-07-05T05:56:33.974394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a79dcdfd88e6460ca8cd15ec9c1ff96438acd759d23d2027d1713d503974c5d0

Aliases

arxiv: 2303.17413 · arxiv_version: 2303.17413v1 · doi: 10.48550/arxiv.2303.17413 · pith_short_12: U6O437MI4ZDA · pith_short_16: U6O437MI4ZDAZKGN · pith_short_8: U6O437MI

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/U6O437MI4ZDAZKGNCXWJYH7ZMQ \
  | 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: a79dcdfd88e6460ca8cd15ec9c1ff96438acd759d23d2027d1713d503974c5d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b73de83dcac3524330b6d615ea522041a0228160119aecf62642344b926d31e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2023-03-30T14:35:13Z",
    "title_canon_sha256": "de33240586aa4c4cd70c902ba95598bf5782638fce8bd9d2f4c866eba72b0d72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17413",
    "kind": "arxiv",
    "version": 1
  }
}