Pith Number

pith:U6MB5PSR

pith:2024:U6MB5PSROM65JDJGQYHWSQC4PN

not attested not anchored not stored refs pending

GRAWA: Gradient-based Weighted Averaging for Distributed Training of Deep Learning Models

Anna Choromanska, Tolga Dimlioglu

arxiv:2403.04206 v1 · 2024-03-07 · cs.LG · cs.DC · math.OC

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

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\usepackage{pith}
\pithnumber{U6MB5PSROM65JDJGQYHWSQC4PN}

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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

Scalable Hyperparameter-Divergent Ensemble Training with Automatic Learning Rate Exploration for Large Models

Receipt and verification

First computed	2026-07-05T07:53:20.021327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7981ebe51733dd48d26860f69405c7b4fa255ea41a9934c00d6b18387016288

Aliases

arxiv: 2403.04206 · arxiv_version: 2403.04206v1 · doi: 10.48550/arxiv.2403.04206 · pith_short_12: U6MB5PSROM65 · pith_short_16: U6MB5PSROM65JDJG · pith_short_8: U6MB5PSR

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/U6MB5PSROM65JDJGQYHWSQC4PN \
  | 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: a7981ebe51733dd48d26860f69405c7b4fa255ea41a9934c00d6b18387016288

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "831f40edf6598c76bce644118df31a7397e99673889169d28abd871d02664991",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-07T04:22:34Z",
    "title_canon_sha256": "7fa7c4e126cb8d85f9c9b26d89f915ada90ee24a53ca5f29ad30c79232b35484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04206",
    "kind": "arxiv",
    "version": 1
  }
}