Pith Number

pith:BZUOOAJY

pith:2020:BZUOOAJY7BKC6UW7JNNWW2SUQ3

not attested not anchored not stored refs pending

Blind Federated Edge Learning

Deniz Gunduz, H. Vincent Poor, Mohammad Mohammadi Amiri, Sanjeev R. Kulkarni, Tolga M. Duman

arxiv:2010.10030 v1 · 2020-10-19 · cs.IT · cs.LG · eess.SP · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZUOOAJY7BKC6UW7JNNWW2SUQ3}

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

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy

Receipt and verification

First computed	2026-07-05T01:44:26.516852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e68e70138f8542f52df4b5b6b6a5486fdf60ec7329344f6f18742155e460b11

Aliases

arxiv: 2010.10030 · arxiv_version: 2010.10030v1 · doi: 10.48550/arxiv.2010.10030 · pith_short_12: BZUOOAJY7BKC · pith_short_16: BZUOOAJY7BKC6UW7 · pith_short_8: BZUOOAJY

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/BZUOOAJY7BKC6UW7JNNWW2SUQ3 \
  | 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: 0e68e70138f8542f52df4b5b6b6a5486fdf60ec7329344f6f18742155e460b11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c86ea5490bc40ea6ed023c109ec0b7c6e2c819dbcb2450bdd29d4d67a6f88c7",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2020-10-19T16:22:28Z",
    "title_canon_sha256": "c682333bbcf8d877825734fd9cc871e5dbba750e2d81145e7c2c1a91c566f5bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.10030",
    "kind": "arxiv",
    "version": 1
  }
}