Pith Number

pith:DKP6BOW5

pith:2023:DKP6BOW5J7RA77XFVZKUFO5TTA

not attested not anchored not stored refs pending

Accelerating LLM Inference with Staged Speculative Decoding

Benjamin Spector, Chris Re

arxiv:2308.04623 v1 · 2023-08-08 · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DKP6BOW5J7RA77XFVZKUFO5TTA}

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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

12 papers in Pith

Trees from Marginals: Autoregressive drafting with factorized priors

StickyInvoc: Rethinking Task Models for High-throughput Workflows in the LLM Era

CLP: Collocation-Length Prediction for Zero-Loss Adaptive Multi-Token Inference

Cost-Aware Diffusion Draft Trees for Speculative Decoding

RTP-LLM: High-Performance Alibaba LLM Inference Engine

Receipt and verification

First computed	2026-07-05T06:39:40.441554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9fe0badd4fe20ffee5ae5542bbb3982b04c5acb998c89a1ae8084469451ca2

Aliases

arxiv: 2308.04623 · arxiv_version: 2308.04623v1 · doi: 10.48550/arxiv.2308.04623 · pith_short_12: DKP6BOW5J7RA · pith_short_16: DKP6BOW5J7RA77XF · pith_short_8: DKP6BOW5

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/DKP6BOW5J7RA77XFVZKUFO5TTA \
  | 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: 1a9fe0badd4fe20ffee5ae5542bbb3982b04c5acb998c89a1ae8084469451ca2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "762f259fe2a27d9975911ed67a8e37de52632e0a6e9519986c6abb0de4e588f2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-08-08T23:29:55Z",
    "title_canon_sha256": "582d2e1aa1c37a836e83b03edafac6b309aae63f535dcaf622932531b43578e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.04623",
    "kind": "arxiv",
    "version": 1
  }
}