Pith Number

pith:IUKHAW67

pith:2024:IUKHAW67LADQ7FFQ6LTVZJOB77

not attested not anchored not stored refs pending

LLM Inference Unveiled: Survey and Roofline Model Insights

Beidi Chen, Bingzhe Wu, Chenhao Xue, Guangyu Sun, Kurt Keutzer, Qingyi Gu, Yang Zhou, Yan Yan, Yong Jae Lee, Yuzhang Shang, Zhen Dong, Zhe Zhou, Zhihang Yuan, Zhikai Li

arxiv:2402.16363 v6 · 2024-02-26 · 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{IUKHAW67LADQ7FFQ6LTVZJOB77}

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

26 papers in Pith

Think Before You Grid-Search: Floor-First Triage for LLM Serving

Dustin: Draft-Augmented Sparse Verification for Efficient Long-Context Generation with Speculative Decoding

KARA: Efficient Reasoning LLM Serving via Sliding-Window KV Cache Compression

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts

Receipt and verification

First computed	2026-07-05T08:14:22.252642Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4514705bdf58070f94b0f2e75ca5c1fff2a9d0d3e6d926080884245cb5225207

Aliases

arxiv: 2402.16363 · arxiv_version: 2402.16363v6 · doi: 10.48550/arxiv.2402.16363 · pith_short_12: IUKHAW67LADQ · pith_short_16: IUKHAW67LADQ7FFQ · pith_short_8: IUKHAW67

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/IUKHAW67LADQ7FFQ6LTVZJOB77 \
  | 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: 4514705bdf58070f94b0f2e75ca5c1fff2a9d0d3e6d926080884245cb5225207

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "758dcf64b6cc598e7bf257de6e80333d7fd154e87362bd610e63567d1553c21f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-26T07:33:05Z",
    "title_canon_sha256": "24d72644baf3ed88052f0e1f3de8c592ce9c0f4c11879e16549bd90652972e74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16363",
    "kind": "arxiv",
    "version": 6
  }
}