Pith Number

pith:YRTYNQ5L

pith:2024:YRTYNQ5LTO4ORVZZOYNVZLU5YC

not attested not anchored not stored refs pending

Minions: Accelerating Large Language Model Inference with Aggregated Speculative Execution

Depei Qian, Hailong Yang, Kejie Ma, Pengbo Wang, Siqi Wang, Tianyu Feng, Tongxuan Liu, Xin You, Xuezhu Wang, Xuning Liang, Yi Liu, Yongjun Bao, Zhongzhi Luan

arxiv:2402.15678 v2 · 2024-02-24 · 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{YRTYNQ5LTO4ORVZZOYNVZLU5YC}

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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

1 paper in Pith

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving

Receipt and verification

First computed	2026-07-05T09:28:10.891621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c46786c3ab9bb8e8d739761b5cae9dc0884a86f0075d84ad05c43a9f75b09229

Aliases

arxiv: 2402.15678 · arxiv_version: 2402.15678v2 · doi: 10.48550/arxiv.2402.15678 · pith_short_12: YRTYNQ5LTO4O · pith_short_16: YRTYNQ5LTO4ORVZZ · pith_short_8: YRTYNQ5L

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/YRTYNQ5LTO4ORVZZOYNVZLU5YC \
  | 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: c46786c3ab9bb8e8d739761b5cae9dc0884a86f0075d84ad05c43a9f75b09229

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e00339e4f94f373f2e838dfeaaca013a35679ed235744f170dd0c50c7af5e939",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-02-24T01:45:35Z",
    "title_canon_sha256": "425e0297fdc96b948ca3cc5d985479f586a301ecef51cb61b52a07417cb4f691"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15678",
    "kind": "arxiv",
    "version": 2
  }
}