Pith Number

pith:YA27OMOW

pith:2024:YA27OMOW47WOV3YBGMHCBZ74UZ

not attested not anchored not stored refs pending

Automatically Planning Optimal Parallel Strategy for Large Language Models

Chenxi Zhang (1), Fei Jia (1), Jiangtao Zhou (1), Junyao Zhan (1), Ke Liu (1), Qifeng Li (1), Qike Liu (1) ((1) HUAWEI), Wenbo Zhu (1), Xiezhao Li (1), Yijun Chen (1), Yinghao Cui (1), Yuxuan Liu (1), Zhixuan Gu (1), Zongbiao Li (1)

arxiv:2501.00254 v1 · 2024-12-31 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YA27OMOW47WOV3YBGMHCBZ74UZ}

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

1 paper in Pith

FEPLB: Exploiting Copy Engines for Nearly Free MoE Load Balancing in Distributed Training

Receipt and verification

First computed	2026-07-05T09:55:41.727689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c035f731d6e7eceaef01330e20e7fca67144a1d1984a6ee548a9ea4a55bf355b

Aliases

arxiv: 2501.00254 · arxiv_version: 2501.00254v1 · doi: 10.48550/arxiv.2501.00254 · pith_short_12: YA27OMOW47WO · pith_short_16: YA27OMOW47WOV3YB · pith_short_8: YA27OMOW

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/YA27OMOW47WOV3YBGMHCBZ74UZ \
  | 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: c035f731d6e7eceaef01330e20e7fca67144a1d1984a6ee548a9ea4a55bf355b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17529831d5a62b20c95d007ff04ce671783549dd52390e4a24bbe5205b5f7e5f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-31T03:51:14Z",
    "title_canon_sha256": "939f7f7db8e8a213b6e02812401d6ca1b556cd68d2fbe436a4cbe94048830d49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00254",
    "kind": "arxiv",
    "version": 1
  }
}