Pith Number

pith:CSM4UHHK

pith:2024:CSM4UHHKBRHZQ23KOI4VWH35YF

not attested not anchored not stored refs pending

Flash Communication: Reducing Tensor Parallelization Bottleneck for Fast Large Language Model Inference

Bo Zhang, Liang Ye, Lin Ma, Qingyuan Li, Wei Wu, Yerui Sun, Yifan Zhang, Yuchen Xie

arxiv:2412.04964 v2 · 2024-12-06 · cs.AI

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\usepackage{pith}
\pithnumber{CSM4UHHKBRHZQ23KOI4VWH35YF}

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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

4 papers in Pith

Analytical Provisioning for Attention-FFN Disaggregated LLM Serving under Stochastic Workloads

A Switch-Centric In-Network Architecture for Accelerating LLM Inference in Shared-Memory Network

TACO: Efficient Communication Compression of Intermediate Tensors for Scalable Tensor-Parallel LLM Training

CommFuse: Hiding Tail Latency via Communication Decomposition and Fusion for Distributed LLM Training

Receipt and verification

First computed	2026-07-05T09:47:37.499488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1499ca1cea0c4f986b6a72395b1f7dc14ed003ca77849afe409853fc0762f2fb

Aliases

arxiv: 2412.04964 · arxiv_version: 2412.04964v2 · doi: 10.48550/arxiv.2412.04964 · pith_short_12: CSM4UHHKBRHZ · pith_short_16: CSM4UHHKBRHZQ23K · pith_short_8: CSM4UHHK

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/CSM4UHHKBRHZQ23KOI4VWH35YF \
  | 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: 1499ca1cea0c4f986b6a72395b1f7dc14ed003ca77849afe409853fc0762f2fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72a86d13f329f302a99505d4a48b807c3c9391eca7d21113f01e3d35449a4001",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-06T11:29:32Z",
    "title_canon_sha256": "41bcf5bcb3f49564c2ef02be422ae444d9dc1848c72f65a2b283ce9c20ccad0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04964",
    "kind": "arxiv",
    "version": 2
  }
}