Pith Number

pith:5Q6M2CXR

pith:2024:5Q6M2CXR5VQLWUBDRXKW5CY3JM

not attested not anchored not stored refs pending

TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Alvin Cheung, Chen Zhang, Hao Zhang, Ion Stoica, Jongseok Park, Kaichao You, Kuntai Du, Langxiang Hu, Woosuk Kwon, Xiangxi Mo, Xiaoxuan Liu, Zhijie Deng, Zhuohan Li

arxiv:2406.14066 v3 · 2024-06-20 · cs.AI · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5Q6M2CXR5VQLWUBDRXKW5CY3JM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

10 papers in Pith

Speculation at a Distance: Where Edge-Cloud Speculative Decoding Actually Pays Off

Sparrow: Sparse Rollout for Stable and Efficient Long-context RL of Large Language Models

An Interpretable Latency Model for Speculative Decoding in LLM Serving

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding

Receipt and verification

First computed	2026-07-05T11:43:55.768651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec3ccd0af1ed60bb50238dd56e8b1b4b209e5847c7c90ae9636daaaea59b9816

Aliases

arxiv: 2406.14066 · arxiv_version: 2406.14066v3 · doi: 10.48550/arxiv.2406.14066 · pith_short_12: 5Q6M2CXR5VQL · pith_short_16: 5Q6M2CXR5VQLWUBD · pith_short_8: 5Q6M2CXR

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/5Q6M2CXR5VQLWUBDRXKW5CY3JM \
  | 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: ec3ccd0af1ed60bb50238dd56e8b1b4b209e5847c7c90ae9636daaaea59b9816

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "118d65789dccefa122cc49d2d345961a1b4418a543b142304d4c9fe55c6a1664",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-20T07:43:33Z",
    "title_canon_sha256": "af13fa1a6114ef662c39d743df1d4de1ddf4dbe3c9889a70ff960f4acdff0bc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14066",
    "kind": "arxiv",
    "version": 3
  }
}