Pith Number

pith:6UEZBTKF

pith:2021:6UEZBTKFDI4BPGNDTJZ7DKANC5

not attested not anchored not stored refs pending

OneFlow: Redesign the Distributed Deep Learning Framework from Scratch

Cheng cheng, Chi Yao, Chuan Wu, Fei Yang, Haoran Zhang, Jie Zhao, Jinhui Yuan, Juncheng Liu, Ran Guo, Shenghang Cai, Xiaodong Yi, XinQi Li

arxiv:2110.15032 v6 · 2021-10-28 · cs.DC · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6UEZBTKFDI4BPGNDTJZ7DKANC5}

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

5 papers in Pith

DPIFrame: A Dual-Level Parallelism Acceleration Framework for CTR Model Inference

MAGI-1: Autoregressive Video Generation at Scale

PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

AAFLOW: Scalable Patterns for Agentic AI Workflows

A Survey of Large Language Models

Receipt and verification

First computed	2026-07-05T04:15:48.248068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f50990cd451a381799a39a73f1a80d17636807b9d491119582b8370179843eed

Aliases

arxiv: 2110.15032 · arxiv_version: 2110.15032v6 · doi: 10.48550/arxiv.2110.15032 · pith_short_12: 6UEZBTKFDI4B · pith_short_16: 6UEZBTKFDI4BPGND · pith_short_8: 6UEZBTKF

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/6UEZBTKFDI4BPGNDTJZ7DKANC5 \
  | 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: f50990cd451a381799a39a73f1a80d17636807b9d491119582b8370179843eed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c7ca2b282dd0725d9c1b5c9cd8956a3fbc80fd060c42c161e1287af8d4e82b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-10-28T11:32:14Z",
    "title_canon_sha256": "a2f6f047ef2a97786ccb6b277d0780f7362b59de9c73b65c9f00ef422a7326d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15032",
    "kind": "arxiv",
    "version": 6
  }
}