Pith Number

pith:GBPHB5LS

pith:2024:GBPHB5LSPBS36LHQLJGTFEMHKP

not attested not anchored not stored refs pending

Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Daniel Korat, Jonathan Mamou, Moshe Berchansky, Moshe Wasserblat, Nadav Timor, Oren Pereg, Roy Schwartz

arxiv:2405.04304 v5 · 2024-05-07 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBPHB5LSPBS36LHQLJGTFEMHKP}

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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

5 papers in Pith

An Interpretable Latency Model for Speculative Decoding in LLM Serving

TAPS: Target-Aware Prefix Tree Selection for Diffusion-Drafted Speculative Decoding

Draft Less, Retrieve More: Hybrid Tree Construction for Speculative Decoding

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing

SMART: When is it Actually Worth Expanding a Speculative Tree?

Receipt and verification

First computed	2026-07-05T09:32:07.660205Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

305e70f5727865bf2cf05a4d32918753c0aaa87eb4305fc2fada7c66d2013ce7

Aliases

arxiv: 2405.04304 · arxiv_version: 2405.04304v5 · doi: 10.48550/arxiv.2405.04304 · pith_short_12: GBPHB5LSPBS3 · pith_short_16: GBPHB5LSPBS36LHQ · pith_short_8: GBPHB5LS

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/GBPHB5LSPBS36LHQLJGTFEMHKP \
  | 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: 305e70f5727865bf2cf05a4d32918753c0aaa87eb4305fc2fada7c66d2013ce7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63c6edc3a1367bd7b60d04955138cf28aa93a51e761d71eb5f30a8b78199e1bb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-07T13:27:52Z",
    "title_canon_sha256": "497ec7f4fcad1f5ec81a3b5a96f3169870fceb23eaa7df23c02374bab08a40d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.04304",
    "kind": "arxiv",
    "version": 5
  }
}