Pith Number

pith:C6I2SGD6

pith:2024:C6I2SGD6ZHY4VAIYTQBOXHVSLI

not attested not anchored not stored refs pending

Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization

Bin Cui, Fangcheng Fu, Hailin Zhang, Hao Ge, Haoyang Li, Jiawen Niu, Sheng Lin, Xiaonan Nie, Xuanyu Wang, Yujie Wang

arxiv:2410.13333 v3 · 2024-10-17 · 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{C6I2SGD6ZHY4VAIYTQBOXHVSLI}

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.

Receipt and verification

First computed	2026-07-05T10:59:02.623146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1791a9187ec9f1ca81189c02eb9eb25a027053b140f1b6090b36a2621f85a4bf

Aliases

arxiv: 2410.13333 · arxiv_version: 2410.13333v3 · doi: 10.48550/arxiv.2410.13333 · pith_short_12: C6I2SGD6ZHY4 · pith_short_16: C6I2SGD6ZHY4VAIY · pith_short_8: C6I2SGD6

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/C6I2SGD6ZHY4VAIYTQBOXHVSLI \
  | 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: 1791a9187ec9f1ca81189c02eb9eb25a027053b140f1b6090b36a2621f85a4bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3df755c4fd94f0c6eff8fc1a4fe448860e20c56249cf3fd32428b270bbe1c615",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-17T08:45:15Z",
    "title_canon_sha256": "53c9589f0950c4ef89104cf79e8271d4401ac4c4e78e936282f7f1fb088dd626"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13333",
    "kind": "arxiv",
    "version": 3
  }
}