Pith Number

pith:7BMK4ZKT

pith:2024:7BMK4ZKTPUTUY3JKWBANNPOFR5

not attested not anchored not stored refs pending

ZeroPP: Unleashing Exceptional Parallelism Efficiency through Tensor-Parallelism-Free Methodology

Ding Tang, Hengjie Li, Jidong Zhai, Jiecheng Zhou, Lijuan Jiang, Minxi Jin, Xingcheng Zhang, Zhilin Pei

arxiv:2402.03791 v3 · 2024-02-06 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7BMK4ZKTPUTUY3JKWBANNPOFR5}

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

H2:Towards Efficient Large-Scale LLM Training on Hyper-Heterogeneous Cluster over 1,000 Chips

Receipt and verification

First computed	2026-07-05T08:22:36.843331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f858ae65537d274c6d2ab040d6bdc58f56e405d9a90f6fe1018ac133bbda80a2

Aliases

arxiv: 2402.03791 · arxiv_version: 2402.03791v3 · doi: 10.48550/arxiv.2402.03791 · pith_short_12: 7BMK4ZKTPUTU · pith_short_16: 7BMK4ZKTPUTUY3JK · pith_short_8: 7BMK4ZKT

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/7BMK4ZKTPUTUY3JKWBANNPOFR5 \
  | 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: f858ae65537d274c6d2ab040d6bdc58f56e405d9a90f6fe1018ac133bbda80a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a12d03de8ba64ca0f8b6fc92a580ef2454f23b4607ec0708779ae54d7f1a9020",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-02-06T08:14:56Z",
    "title_canon_sha256": "cb8fc3273143939af44632cae52b5fcda13085019ac3cf48deecda29b98ad1e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03791",
    "kind": "arxiv",
    "version": 3
  }
}