Pith Number

pith:MOFG3A7Q

pith:2016:MOFG3A7QWBDAUINH6DWUZE566B

not attested not anchored not stored refs pending

Distributed Deep Learning Using Synchronous Stochastic Gradient Descent

Bharat Kaul, Dheevatsa Mudigere, Dhiraj Kalamkar, Dipankar Das, Karthikeyan Vaidynathan, Pradeep Dubey, Sasikanth Avancha, Srinivas Sridharan

arxiv:1602.06709 v1 · 2016-02-22 · cs.DC · cs.LG

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\usepackage{pith}
\pithnumber{MOFG3A7QWBDAUINH6DWUZE566B}

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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

On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima

Receipt and verification

First computed	2026-05-18T01:19:49.396726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

638a6d83f0b0460a21a7f0ed4c93bef07b4a95d84d80c87368e8a94b82923888

Aliases

arxiv: 1602.06709 · arxiv_version: 1602.06709v1 · doi: 10.48550/arxiv.1602.06709 · pith_short_12: MOFG3A7QWBDA · pith_short_16: MOFG3A7QWBDAUINH · pith_short_8: MOFG3A7Q

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/MOFG3A7QWBDAUINH6DWUZE566B \
  | 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: 638a6d83f0b0460a21a7f0ed4c93bef07b4a95d84d80c87368e8a94b82923888

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3a8ff3767a444cc54fbe86d7d999df47734f7a20c123c75066b1c5920abea1e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2016-02-22T10:31:24Z",
    "title_canon_sha256": "a99ac66f0835796e5e8d2935fba5bc4efb0f1b31e0a58c66d37edce752252eac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.06709",
    "kind": "arxiv",
    "version": 1
  }
}