Pith Number

pith:DLNDM3AL

pith:2024:DLNDM3ALJIXPVIR5JDXB3EDAOB

not attested not anchored not stored refs pending

Faster Multi-GPU Training with PPLL: A Pipeline Parallelism Framework Leveraging Local Learning

(2) Meituan, (3) Sun Yat-sen University, (4) University of Shanghai for Science, (5) Southeast University), Changpeng Cai (5), Chengqi Xu (1), Feiyu Zhu (4), Guinan Guo (3), Jialin Gao (2) ((1) University of Southern California, Junhao Su (2), Peizhe Wang (5), Technology, Xiaoming Wei (2), Xiuyuan Guo (1)

arxiv:2411.12780 v1 · 2024-11-19 · cs.CV

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\usepackage{pith}
\pithnumber{DLNDM3ALJIXPVIR5JDXB3EDAOB}

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Record completeness

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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

Replacement Learning: Training Neural Networks with Fewer Parameters

Receipt and verification

First computed	2026-07-05T09:38:00.290099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ada366c0b4a2efaa23d48ee1d9060706993cbd23afe4911d22171d542357ead

Aliases

arxiv: 2411.12780 · arxiv_version: 2411.12780v1 · doi: 10.48550/arxiv.2411.12780 · pith_short_12: DLNDM3ALJIXP · pith_short_16: DLNDM3ALJIXPVIR5 · pith_short_8: DLNDM3AL

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/DLNDM3ALJIXPVIR5JDXB3EDAOB \
  | 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: 1ada366c0b4a2efaa23d48ee1d9060706993cbd23afe4911d22171d542357ead

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c05110738d0b8f4d60d8619f6bd37b12ac3a5d4f5e0c90860eb6ea3d861aa8c1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-19T08:09:18Z",
    "title_canon_sha256": "752a0cdcc6224a3894275629a6f1a0f4dd319b9afb527078e8e83f73c20b5e01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12780",
    "kind": "arxiv",
    "version": 1
  }
}