Pith Number

pith:XIPPQVHS

pith:2018:XIPPQVHS7EIKFK6R4SS5GZPWAL

not attested not anchored not stored refs pending

Efficient Decentralized Deep Learning by Dynamic Model Averaging

Fabian H\"uger, Joachim Sicking, Linara Adilova, Michael Kamp, Peter Schlicht, Stefan Wrobel, Tim Wirtz

arxiv:1807.03210 v2 · 2018-07-09 · cs.LG · cs.AI · cs.DC · 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{XIPPQVHS7EIKFK6R4SS5GZPWAL}

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	2026-05-18T00:00:52.347346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba1ef854f2f910a2abd1e4a5d365f602e3be5784afcac8b0d0c0ee0d819982d9

Aliases

arxiv: 1807.03210 · arxiv_version: 1807.03210v2 · doi: 10.48550/arxiv.1807.03210 · pith_short_12: XIPPQVHS7EIK · pith_short_16: XIPPQVHS7EIKFK6R · pith_short_8: XIPPQVHS

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/XIPPQVHS7EIKFK6R4SS5GZPWAL \
  | 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: ba1ef854f2f910a2abd1e4a5d365f602e3be5784afcac8b0d0c0ee0d819982d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e58786dcaf8d93b1ce09612b2d306772b1c2071ecad62d42374a49614924dd2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-09T15:01:51Z",
    "title_canon_sha256": "4455bb57d29f42bf9b0d205880a49bed28f25b195e3d28143a9666cfcb5d8751"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.03210",
    "kind": "arxiv",
    "version": 2
  }
}