Pith Number

pith:LSKMHGUW

pith:2024:LSKMHGUWRKW6RVRIRCQUNWCQMN

not attested not anchored not stored refs pending

Seq1F1B: Efficient Sequence-Level Pipeline Parallelism for Large Language Model Training

Ao Sun, Cheng Yang, Chuan Shi, Maosong Sun, Weilin Zhao, Xinrong Zhang, Xu Han, Zhiyuan Liu

arxiv:2406.03488 v5 · 2024-06-05 · cs.DC

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\usepackage{pith}
\pithnumber{LSKMHGUWRKW6RVRIRCQUNWCQMN}

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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

3 papers in Pith

Breaking the Bubble: Asynchronous Pipeline Parallel Training with Bounded Weight Inconsistency

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

InfiniPipe: Elastic Pipeline Parallelism for Efficient Variable-Length Long-Context LLM Training

Receipt and verification

First computed	2026-07-05T09:33:32.686103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c94c39a968aade8d62888a146d8506357ef590f90f7e3f74d80d043d2a2f3a1

Aliases

arxiv: 2406.03488 · arxiv_version: 2406.03488v5 · doi: 10.48550/arxiv.2406.03488 · pith_short_12: LSKMHGUWRKW6 · pith_short_16: LSKMHGUWRKW6RVRI · pith_short_8: LSKMHGUW

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/LSKMHGUWRKW6RVRIRCQUNWCQMN \
  | 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: 5c94c39a968aade8d62888a146d8506357ef590f90f7e3f74d80d043d2a2f3a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b612065f2eddf6d8a98ed40a52dc097546ce2d181fa6c7ac2f266ed59834e705",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-05T17:50:03Z",
    "title_canon_sha256": "80a9c07a68e14ce2675f9202ac3872f52fa2aeeb9c63156e18818befeedad360"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03488",
    "kind": "arxiv",
    "version": 5
  }
}