Pith Number

pith:WK54FMIP

pith:2023:WK54FMIPOFFBSE65ETSIO4MX5N

not attested not anchored not stored refs pending

Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems

Gabriele Oliaro, Hongyi Jin, Tianqi Chen, Xinhao Cheng, Xupeng Miao, Zhihao Jia, Zhihao Zhang

arxiv:2312.15234 v2 · 2023-12-23 · cs.LG · cs.AI · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WK54FMIPOFFBSE65ETSIO4MX5N}

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

7 papers in Pith

Towards Efficient Large Language Model Serving: A Survey on System-Aware KV Cache Optimization

BatchGen: An Architecture for Scalable and Efficient Batch Inference

Vortex: Efficient and Programmable Sparse Attention Serving for AI Agents

BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models

ODMA: On-Demand Memory Allocation Strategy for LLM Serving on LPDDR-Class Accelerators

Receipt and verification

First computed	2026-07-05T11:41:33.212182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2bbc2b10f714a1913dd24e4877197eb791936a42c716db54309f9f021e151ef

Aliases

arxiv: 2312.15234 · arxiv_version: 2312.15234v2 · doi: 10.48550/arxiv.2312.15234 · pith_short_12: WK54FMIPOFFB · pith_short_16: WK54FMIPOFFBSE65 · pith_short_8: WK54FMIP

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/WK54FMIPOFFBSE65ETSIO4MX5N \
  | 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: b2bbc2b10f714a1913dd24e4877197eb791936a42c716db54309f9f021e151ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d65ec35d688393ddc6a8bad9155995ddfc848c872b9f26afef75818b4459200",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-23T11:57:53Z",
    "title_canon_sha256": "46aea9840077d9c7a2e617d9ce48096e4b98190e2e740346f52ca1f589c64506"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15234",
    "kind": "arxiv",
    "version": 2
  }
}