Pith Number

pith:Y3OTWYMC

pith:2026:Y3OTWYMCIPSTJLEMFXEWH5HQGT

not attested not anchored not stored refs pending

Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks

B. N. Bharath, Nazreen Shah, Ranjitha Prasad, Yusuf Jamal, Zubaida Fatima, Zubair Shaban

arxiv:2607.04218 v1 · 2026-07-05 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y3OTWYMCIPSTJLEMFXEWH5HQGT}

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	2026-07-07T02:19:03.630467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6dd3b618243e534ac8c2dc963f4f034dfcfcfc73c1c284ce2f21900524845da

Aliases

arxiv: 2607.04218 · arxiv_version: 2607.04218v1 · doi: 10.48550/arxiv.2607.04218 · pith_short_12: Y3OTWYMCIPST · pith_short_16: Y3OTWYMCIPSTJLEM · pith_short_8: Y3OTWYMC

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/Y3OTWYMCIPSTJLEMFXEWH5HQGT \
  | 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: c6dd3b618243e534ac8c2dc963f4f034dfcfcfc73c1c284ce2f21900524845da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d371ce7f6169cebaa698f4af1e91717ae2bdcfdf89cd468d3559c02174cbcbda",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-05T10:24:08Z",
    "title_canon_sha256": "1ff7c981127ccbe8279e7cfa1caf4c663e569983636940914db195d9922f23d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04218",
    "kind": "arxiv",
    "version": 1
  }
}