Pith Number

pith:FIOEL4S7

pith:2023:FIOEL4S7APCV3BFOPD3TDI2HIY

not attested not anchored not stored refs pending

SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification

Alan Zhu, Chunan Shi, Daiyaan Arfeen, Gabriele Oliaro, Lijie Yang, Rae Ying Yee Wong, Reyna Abhyankar, Xiaoxiang Shi, Xinhao Cheng, Xupeng Miao, Zeyu Wang, Zhengxin Zhang, Zhihao Jia, Zhihao Zhang, Zhuoming Chen

arxiv:2305.09781 v4 · 2023-05-16 · cs.CL · cs.DC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FIOEL4S7APCV3BFOPD3TDI2HIY}

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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

19 papers in Pith

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing

Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion

Token-Operations-Oriented Inference Optimization Techniques for Large Models

From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion

DFlare: Scaling Up Draft Capacity for Block Diffusion Speculative Decoding

Receipt and verification

First computed	2026-07-05T08:02:43.547514Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a1c45f25f03c55d84ae78f731a34746006161c12664e3636670c919570f97a0

Aliases

arxiv: 2305.09781 · arxiv_version: 2305.09781v4 · doi: 10.48550/arxiv.2305.09781 · pith_short_12: FIOEL4S7APCV · pith_short_16: FIOEL4S7APCV3BFO · pith_short_8: FIOEL4S7

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/FIOEL4S7APCV3BFOPD3TDI2HIY \
  | 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: 2a1c45f25f03c55d84ae78f731a34746006161c12664e3636670c919570f97a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a1ef1ac8c3fc6eeed746b42c6ebd95e35bb7ba2bb97c2923f948052ec3a3c36",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-16T20:12:59Z",
    "title_canon_sha256": "ab13a9de685889f20cf8f3ecbb9ac9d69991cef06cc9350541c3c5c1f83cbdd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09781",
    "kind": "arxiv",
    "version": 4
  }
}