Pith Number

pith:3C3RFU6H

pith:2024:3C3RFU6H2ISCBLGNYDEYAL6WVC

not attested not anchored not stored refs pending

ParallelSpec: Parallel Drafter for Efficient Speculative Decoding

Dong Yu, Hongming Zhang, Siru Ouyang, Tao Ge, Vicente Ordonez, Zilin Xiao

arxiv:2410.05589 v1 · 2024-10-08 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3C3RFU6H2ISCBLGNYDEYAL6WVC}

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

6 papers in Pith

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting

Receipt and verification

First computed	2026-07-05T09:17:21.351304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8b712d3c7d22420accdc0c9802fd6a89659a74c5377f3252fbb8f7e81bf2a4d

Aliases

arxiv: 2410.05589 · arxiv_version: 2410.05589v1 · doi: 10.48550/arxiv.2410.05589 · pith_short_12: 3C3RFU6H2ISC · pith_short_16: 3C3RFU6H2ISCBLGN · pith_short_8: 3C3RFU6H

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/3C3RFU6H2ISCBLGNYDEYAL6WVC \
  | 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: d8b712d3c7d22420accdc0c9802fd6a89659a74c5377f3252fbb8f7e81bf2a4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29d306ff7544bcd799d6eec664cf4a0f0e55c8ac5bb51c02633b47adc843d698",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-08T01:05:08Z",
    "title_canon_sha256": "e318c8b727b3d634236012a5f484048cec83599f0c19cea519e622278a1b0be6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05589",
    "kind": "arxiv",
    "version": 1
  }
}