Pith Number

pith:WEVYLKJ2

pith:2022:WEVYLKJ2LFQG5BOVBC6XITSRLT

not attested not anchored not stored refs pending

DeepSpeed Inference: Enabling Efficient Inference of Transformer Models at Unprecedented Scale

Ammar Ahmad Awan, Cheng Li, Du Li, Elton Zheng, Jeff Rasley, Minjia Zhang, Olatunji Ruwase, Reza Yazdani Aminabadi, Samyam Rajbhandari, Shaden Smith, Yuxiong He

arxiv:2207.00032 v1 · 2022-06-30 · cs.LG · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WEVYLKJ2LFQG5BOVBC6XITSRLT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

13 papers in Pith

AoiZora: Topology-Aware Auto-Parallel Optimization for Inference of Diffusion Transformers

GSRQ: Gain-Shape Residual Quantization for Sub-1-bit KV Cache

Optimizing Teacher-Student Partitioning for Scalable Knowledge Distillation on HPC Systems

A Paired Testing Protocol for Batch-Conditioned Refusal Robustness in LLM Serving

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

Receipt and verification

First computed	2026-07-05T04:36:38.446788Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b12b85a93a59606e85d508bd744e515cceb7b4606a32a9e3f14b4946475a0952

Aliases

arxiv: 2207.00032 · arxiv_version: 2207.00032v1 · doi: 10.48550/arxiv.2207.00032 · pith_short_12: WEVYLKJ2LFQG · pith_short_16: WEVYLKJ2LFQG5BOV · pith_short_8: WEVYLKJ2

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/WEVYLKJ2LFQG5BOVBC6XITSRLT \
  | 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: b12b85a93a59606e85d508bd744e515cceb7b4606a32a9e3f14b4946475a0952

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8231935d30144f2bb474f84003098b0853f940407010d836f0440e244359371",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-30T18:01:08Z",
    "title_canon_sha256": "c8a9437940f737f0058fa82f6352be1edd68bde16c02bac597af7e158300e037"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.00032",
    "kind": "arxiv",
    "version": 1
  }
}