Pith Number

pith:3HBLRQPH

pith:2023:3HBLRQPHZ5PT7QT7J6MNCD2PBT

not attested not anchored not stored refs pending

DISTFLASHATTN: Distributed Memory-efficient Attention for Long-context LLMs Training

Anze Xie, Dacheng Li, Eric P. Xing, Hao Zhang, Ion Stoica, Joseph E. Gonzalez, Rulin Shao, Xuezhe Ma

arxiv:2310.03294 v2 · 2023-10-05 · cs.LG · cs.AI · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3HBLRQPHZ5PT7QT7J6MNCD2PBT}

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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

5 papers in Pith

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

World Model on Million-Length Video And Language With Blockwise RingAttention

Gated Linear Attention Transformers with Hardware-Efficient Training

ELSA: Exact Linear-Scan Attention for Fast and Memory-Light Vision Transformers

CoCoDiff: Optimizing Collective Communications for Distributed Diffusion Transformer Inference Under Ulysses Sequence Parallelism

Receipt and verification

First computed	2026-07-05T08:02:46.702204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9c2b8c1e7cf5f3fc27f4f98d10f4f0cef963974c13153f0f3313dbe7442f984

Aliases

arxiv: 2310.03294 · arxiv_version: 2310.03294v2 · doi: 10.48550/arxiv.2310.03294 · pith_short_12: 3HBLRQPHZ5PT · pith_short_16: 3HBLRQPHZ5PT7QT7 · pith_short_8: 3HBLRQPH

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/3HBLRQPHZ5PT7QT7J6MNCD2PBT \
  | 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: d9c2b8c1e7cf5f3fc27f4f98d10f4f0cef963974c13153f0f3313dbe7442f984

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "184a8c5bf20a96648214c8b1ecf0e441da3b0bac29299f046e9f659c5b182393",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T03:47:57Z",
    "title_canon_sha256": "1e8a35ce44d5773751f8f000baf3afedff78c46e9b6019a392766d6e77929f0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03294",
    "kind": "arxiv",
    "version": 2
  }
}