Pith Number

pith:L2BSKLNG

pith:2024:L2BSKLNG4HZJNAPWVWJMNLME5Y

not attested not anchored not stored refs pending

Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow

Juncheng Yang, Rashmi Vinayak, Xupeng Miao, Yixuan Mei, Yonghao Zhuang, Zhihao Jia

arxiv:2406.01566 v2 · 2024-06-03 · cs.DC · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L2BSKLNG4HZJNAPWVWJMNLME5Y}

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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

2 papers in Pith

Vortex: Efficient and Programmable Sparse Attention Serving for AI Agents

HexiScale: Facilitating Large Language Model Training over Heterogeneous Hardware

Receipt and verification

First computed	2026-07-05T10:25:07.030177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e83252da6e1f29681f6ad92c6ad84ee34e8d6952e68db33be4f3fa2931ff5cb

Aliases

arxiv: 2406.01566 · arxiv_version: 2406.01566v2 · doi: 10.48550/arxiv.2406.01566 · pith_short_12: L2BSKLNG4HZJ · pith_short_16: L2BSKLNG4HZJNAPW · pith_short_8: L2BSKLNG

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/L2BSKLNG4HZJNAPWVWJMNLME5Y \
  | 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: 5e83252da6e1f29681f6ad92c6ad84ee34e8d6952e68db33be4f3fa2931ff5cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8bdab36ca5eca12b9b1ecdcf783750b2b285331f14c6cc59a8dc9647f5f9bcf",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-03T17:47:53Z",
    "title_canon_sha256": "2c452c7ecf832806ab4fdc4b1e06936c75349ffe07116a88955b0fe2f30b12fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01566",
    "kind": "arxiv",
    "version": 2
  }
}