Pith Number

pith:TC47MAPH

pith:2024:TC47MAPH5LPUPTS3XTJZNQBQZB

not attested not anchored not stored refs pending

A Theoretical Perspective for Speculative Decoding Algorithm

Kaixuan Huang, Mengdi Wang, Ming Yin, Minshuo Chen

arxiv:2411.00841 v1 · 2024-10-30 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TC47MAPH5LPUPTS3XTJZNQBQZB}

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.

Receipt and verification

First computed	2026-07-05T09:29:51.361872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98b9f601e7eadf47ce5bbcd396c030c85888d541879d0f6fb65936d4184ab510

Aliases

arxiv: 2411.00841 · arxiv_version: 2411.00841v1 · doi: 10.48550/arxiv.2411.00841 · pith_short_12: TC47MAPH5LPU · pith_short_16: TC47MAPH5LPUPTS3 · pith_short_8: TC47MAPH

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/TC47MAPH5LPUPTS3XTJZNQBQZB \
  | 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: 98b9f601e7eadf47ce5bbcd396c030c85888d541879d0f6fb65936d4184ab510

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c650d93d7a5e2181986e40a4977d19b0a695e29857f502847e592e2014915ce",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T01:53:04Z",
    "title_canon_sha256": "8e366d3f68b22f4c41e0595509c716e061ee1cb648d045f5346007d704eedcf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00841",
    "kind": "arxiv",
    "version": 1
  }
}