Pith Number

pith:LBEGMXUN

pith:2016:LBEGMXUNWUK2VAG4WIERG5XOZV

not attested not anchored not stored refs pending

GaDei: On Scale-up Training As A Service For Deep Learning

Bing Xiang, Bowen Zhou, Fei Wang, Ji Liu, Li Zhang, Minwei Feng, Peng Liu, Wei Zhang, Yandong Wang, Yufei Ren, Yunhui Zheng

arxiv:1611.06213 v2 · 2016-11-18 · stat.ML · cs.DC · 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{LBEGMXUNWUK2VAG4WIERG5XOZV}

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	2026-05-18T00:33:44.026092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5848665e8db515aa80dcb2091376eecd785aee936f1b9c8ef0fdc0f51d194a4b

Aliases

arxiv: 1611.06213 · arxiv_version: 1611.06213v2 · doi: 10.48550/arxiv.1611.06213 · pith_short_12: LBEGMXUNWUK2 · pith_short_16: LBEGMXUNWUK2VAG4 · pith_short_8: LBEGMXUN

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/LBEGMXUNWUK2VAG4WIERG5XOZV \
  | 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: 5848665e8db515aa80dcb2091376eecd785aee936f1b9c8ef0fdc0f51d194a4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7027a989e4c0fa3afaefa6928ce6099b91f2c19d6a772a666ad4b3c91fd479f1",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-11-18T20:06:27Z",
    "title_canon_sha256": "54e8fc33c9d2d2a4f4433442b5ad384a8acc51dddd343227df411e8eb2cc6acc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.06213",
    "kind": "arxiv",
    "version": 2
  }
}