Pith Number

pith:KPPLQN27

pith:2024:KPPLQN27TQGU6OVGJY4B3SUJ6D

not attested not anchored not stored refs pending

Communication-Efficient Large-Scale Distributed Deep Learning: A Comprehensive Survey

Feng Liang, Haifeng Lu, Victor C. M. Leung, Xiping Hu, Yanyi Guo, Zhen Zhang

arxiv:2404.06114 v1 · 2024-04-09 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KPPLQN27TQGU6OVGJY4B3SUJ6D}

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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

3 papers in Pith

ScaleAcross: Designing Multi-Data-Center Infrastructure for Geo-Distributed AI Training

Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

NCCLZ: Compression-Enabled GPU Collectives with Decoupled Quantization and Entropy Coding

Receipt and verification

First computed	2026-07-05T08:06:04.320470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53deb8375f9c0d4f3aa64e381dca89f0e9abe7f96ca3309888810cdaa0566a76

Aliases

arxiv: 2404.06114 · arxiv_version: 2404.06114v1 · doi: 10.48550/arxiv.2404.06114 · pith_short_12: KPPLQN27TQGU · pith_short_16: KPPLQN27TQGU6OVG · pith_short_8: KPPLQN27

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/KPPLQN27TQGU6OVGJY4B3SUJ6D \
  | 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: 53deb8375f9c0d4f3aa64e381dca89f0e9abe7f96ca3309888810cdaa0566a76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a0dd590e12c0a7394ae1c65303861cba9bb3d137749267b2ebb65ee7122d3a9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-04-09T08:35:04Z",
    "title_canon_sha256": "9c5f2037d006056e37becc1bd20343f1b8e2d7f4153573001aea9e77a03a1e8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06114",
    "kind": "arxiv",
    "version": 1
  }
}