Pith Number

pith:NWVQNMZV

pith:2020:NWVQNMZVWUNWH4JSVL2KMFJXL2

not attested not anchored not stored refs pending

DBS: Dynamic Batch Size For Distributed Deep Neural Network Training

Jiancheng Lv, Mingjia Shi, Qing Ye, Yanan Sun, Yuhao Zhou

arxiv:2007.11831 v2 · 2020-07-23 · cs.LG · 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{NWVQNMZVWUNWH4JSVL2KMFJXL2}

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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

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services

Receipt and verification

First computed	2026-07-05T05:12:47.447407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dab06b335b51b63f132aaf4a615375e9695f067ce71897bb76aa0567cf50f52

Aliases

arxiv: 2007.11831 · arxiv_version: 2007.11831v2 · doi: 10.48550/arxiv.2007.11831 · pith_short_12: NWVQNMZVWUNW · pith_short_16: NWVQNMZVWUNWH4JS · pith_short_8: NWVQNMZV

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/NWVQNMZVWUNWH4JSVL2KMFJXL2 \
  | 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: 6dab06b335b51b63f132aaf4a615375e9695f067ce71897bb76aa0567cf50f52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6187e26d143c38db50140dc30dcff733bf4e9ff991e69f31ee5a5832f3118b08",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-23T07:31:55Z",
    "title_canon_sha256": "6d08d6943af475d8fef6b5e319f6c33493fdb15454b3dac4c973416d91b0f06a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.11831",
    "kind": "arxiv",
    "version": 2
  }
}