Pith Number

pith:NJTHOYK6

pith:2023:NJTHOYK6P2PTQJALQLE2QCHII4

not attested not anchored not stored refs pending

Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy

Chen Liang, Chenyi Zhuang, Jinjie Gu, Yao Zhao, Zhitian Xie

arxiv:2312.12728 v3 · 2023-12-20 · cs.IR · 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{NJTHOYK6P2PTQJALQLE2QCHII4}

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

1 paper in Pith

PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding

Receipt and verification

First computed	2026-07-05T08:24:59.066562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a6677615e7e9f38240b82c9a808e8473baea7ee507d2a8748376ceea3cdbdf2

Aliases

arxiv: 2312.12728 · arxiv_version: 2312.12728v3 · doi: 10.48550/arxiv.2312.12728 · pith_short_12: NJTHOYK6P2PT · pith_short_16: NJTHOYK6P2PTQJAL · pith_short_8: NJTHOYK6

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/NJTHOYK6P2PTQJALQLE2QCHII4 \
  | 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: 6a6677615e7e9f38240b82c9a808e8473baea7ee507d2a8748376ceea3cdbdf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42e3d891d7c86492e35972f44f694caceb11c6f5a9b31ec7d66ba6ddc0ab3c2b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-12-20T02:55:15Z",
    "title_canon_sha256": "2dc59d7625a2a96d4132d93b563805e00ec471e4ae79a6b74944d33536d11b0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12728",
    "kind": "arxiv",
    "version": 3
  }
}