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Pith Number

pith:HFKSNGEC

pith:2024:HFKSNGEC6BRD6PMS3GHWAUXPDF
not attested not anchored not stored refs pending

Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models

Chen Zhang, Dawei Song, Zhuorui Liu

arxiv:2404.14897 v1 · 2024-04-23 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{HFKSNGEC6BRD6PMS3GHWAUXPDF}

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

When RL Meets Adaptive Speculative Training: A Unified Training-Serving System
A Survey on Efficient Inference for Large Language Models
FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving
Receipt and verification
First computed 2026-07-05T08:11:11.731653Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3955269882f0623f3d92d98f6052ef1957a432fef48ed1db084a4f9648f391d1

Aliases

arxiv: 2404.14897 · arxiv_version: 2404.14897v1 · doi: 10.48550/arxiv.2404.14897 · pith_short_12: HFKSNGEC6BRD · pith_short_16: HFKSNGEC6BRD6PMS · pith_short_8: HFKSNGEC
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/HFKSNGEC6BRD6PMS3GHWAUXPDF \
  | 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: 3955269882f0623f3d92d98f6052ef1957a432fef48ed1db084a4f9648f391d1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "996691fad47db55c790d2b10a62c1963cb70e3ea2141806fb8161f77a14a5439",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-23T10:25:45Z",
    "title_canon_sha256": "8463a9f3dec9e3d84b1f130bda6d1573afc58d01b5be564cb9833b56d93f40f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14897",
    "kind": "arxiv",
    "version": 1
  }
}