Pith Number

pith:MMIBGYFP

pith:2019:MMIBGYFPTXF7ULVCF4V3ZI5BA2

not attested not anchored not stored refs pending

Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air

Deniz Gunduz, Mohammad Mohammadi Amiri

arxiv:1901.00844 v3 · 2019-01-03 · cs.DC · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMIBGYFPTXF7ULVCF4V3ZI5BA2}

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

2 papers in Pith

Semantic-Effectiveness Filtering and Control for Post-5G Wireless Connectivity

Collaborative Machine Learning at the Wireless Edge with Blind Transmitters

Receipt and verification

First computed	2026-07-05T00:53:05.143531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63101360af9dcbfa2ea22f2bbca3a106926c40a8f07d11726563927247f6fc41

Aliases

arxiv: 1901.00844 · arxiv_version: 1901.00844v3 · doi: 10.48550/arxiv.1901.00844 · pith_short_12: MMIBGYFPTXF7 · pith_short_16: MMIBGYFPTXF7ULVC · pith_short_8: MMIBGYFP

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/MMIBGYFPTXF7ULVCF4V3ZI5BA2 \
  | 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: 63101360af9dcbfa2ea22f2bbca3a106926c40a8f07d11726563927247f6fc41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb61f684aaa630b13866ce51c0bf5195f401ad936b5cd03924a9085cdcde659d",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-01-03T18:46:31Z",
    "title_canon_sha256": "ab85b1e76d03dd4da71d7a7e73d4b17cf10e930f16f3240c51e21e0cee13a193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.00844",
    "kind": "arxiv",
    "version": 3
  }
}