Pith Number

pith:HEUIGHJQ

pith:2024:HEUIGHJQAQLHNBFNJL57XCA5XL

not attested not anchored not stored refs pending

EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models

Chuanjian Liu, Kai Han, Yehui Tang, Yunhe Wang, Yunsheng Ni

arxiv:2405.07542 v2 · 2024-05-13 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HEUIGHJQAQLHNBFNJL57XCA5XL}

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	2026-07-05T09:19:57.155597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3928831d3004167684ad4afbfb881dbae23b5bd690f9e53d5cd8ab8873284eec

Aliases

arxiv: 2405.07542 · arxiv_version: 2405.07542v2 · doi: 10.48550/arxiv.2405.07542 · pith_short_12: HEUIGHJQAQLH · pith_short_16: HEUIGHJQAQLHNBFN · pith_short_8: HEUIGHJQ

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/HEUIGHJQAQLHNBFNJL57XCA5XL \
  | 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: 3928831d3004167684ad4afbfb881dbae23b5bd690f9e53d5cd8ab8873284eec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c8eb5bdcc2cb1df0138bc1ccbb0c11fdf73a4f7ee322dc3f32c8865cb87ce1f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-13T08:24:21Z",
    "title_canon_sha256": "c43b76f5eaa8fa71c2ca38b16f3edc8dbefc4f3fb779dee148c96a804f122163"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07542",
    "kind": "arxiv",
    "version": 2
  }
}