Pith Number

pith:OVOA424S

pith:2024:OVOA424SLRBJET3EYS2KQURYTO

not attested not anchored not stored refs pending

Recursive Speculative Decoding: Accelerating LLM Inference via Sampling Without Replacement

Christopher Lott, Junyoung Park, Mingu Lee, Mukul Gagrani, Raghavv Goel, Wonseok Jeon

arxiv:2402.14160 v2 · 2024-02-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OVOA424SLRBJET3EYS2KQURYTO}

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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

4 papers in Pith

Cost-Aware Diffusion Draft Trees for Speculative Decoding

ConFu: Contemplate the Future for Better Speculative Sampling

Cactus: Accelerating Auto-Regressive Decoding with Constrained Acceptance Speculative Sampling

UniVer: A Unified Perspective for Multi-step and Multi-draft Speculative Decoding

Receipt and verification

First computed	2026-07-05T07:52:16.068065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

755c0e6b925c42924f64c4b4a852389b8bc24caec47c98b8dfd05673ef0bda36

Aliases

arxiv: 2402.14160 · arxiv_version: 2402.14160v2 · doi: 10.48550/arxiv.2402.14160 · pith_short_12: OVOA424SLRBJ · pith_short_16: OVOA424SLRBJET3E · pith_short_8: OVOA424S

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/OVOA424SLRBJET3EYS2KQURYTO \
  | 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: 755c0e6b925c42924f64c4b4a852389b8bc24caec47c98b8dfd05673ef0bda36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31f1a4d66a0ff4e7cf095bd0aadafa2d44be221c19b3f2461142b553af64e0c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T22:57:49Z",
    "title_canon_sha256": "e41ceea97bfbf7f02b09d1d715a280e45cd9f974466aeb0d52fe37e4838a7bc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14160",
    "kind": "arxiv",
    "version": 2
  }
}