Pith Number

pith:ENLRCP4U

pith:2024:ENLRCP4UNQF2DLRK7MYERJ27DP

not attested not anchored not stored refs pending

Communication-Efficient Adaptive Batch Size Strategies for Distributed Local Gradient Methods

Chenwei Xu, Han Liu, Mladen Kolar, Tim Tsz-Kit Lau, Weijian Li

arxiv:2406.13936 v2 · 2024-06-20 · stat.ML · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{ENLRCP4UNQF2DLRK7MYERJ27DP}

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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

AdLoCo: adaptive batching significantly improves communications efficiency and convergence for Large Language Models

Receipt and verification

First computed	2026-07-05T09:31:46.922242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2357113f946c0ba1ae2afb3048a75f1bec903805079437ddacccfb239920c677

Aliases

arxiv: 2406.13936 · arxiv_version: 2406.13936v2 · doi: 10.48550/arxiv.2406.13936 · pith_short_12: ENLRCP4UNQF2 · pith_short_16: ENLRCP4UNQF2DLRK · pith_short_8: ENLRCP4U

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/ENLRCP4UNQF2DLRK7MYERJ27DP \
  | 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: 2357113f946c0ba1ae2afb3048a75f1bec903805079437ddacccfb239920c677

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f412fa976f3ea334dbc04dd36222d77618e6d122fcbbbe6a690bad237a256636",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-06-20T02:08:50Z",
    "title_canon_sha256": "484af94cfbd6dac8c18c65c3c9f2d8800bbf821120be37f051428052e424829b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.13936",
    "kind": "arxiv",
    "version": 2
  }
}