Pith Number

pith:DS3LE2H4

pith:2024:DS3LE2H4CMX3YVADUF72ASKU66

not attested not anchored not stored refs pending

SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Kaixuan Huang, Mengdi Wang, Xudong Guo

arxiv:2405.19715 v3 · 2024-05-30 · cs.CL · cs.AI · 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{DS3LE2H4CMX3YVADUF72ASKU66}

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

3 papers in Pith

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism

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

Receipt and verification

First computed	2026-07-05T11:35:10.008081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cb6b268fc132fbc5403a17fa04954f78cfc6b6ad1a15f6bfc95a7649bc75432

Aliases

arxiv: 2405.19715 · arxiv_version: 2405.19715v3 · doi: 10.48550/arxiv.2405.19715 · pith_short_12: DS3LE2H4CMX3 · pith_short_16: DS3LE2H4CMX3YVAD · pith_short_8: DS3LE2H4

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/DS3LE2H4CMX3YVADUF72ASKU66 \
  | 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: 1cb6b268fc132fbc5403a17fa04954f78cfc6b6ad1a15f6bfc95a7649bc75432

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bd8fd4ed00fadb1ddad617832a2a6c92814ab5d250b00d6e6b7f4db1a7d0b1d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-30T05:49:38Z",
    "title_canon_sha256": "cea61b20366d76cd49e7a80345784daec2c9c1af8f6b6efa1ced04dbafc6c8aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19715",
    "kind": "arxiv",
    "version": 3
  }
}