Pith Number

pith:ABCKJ6RF

pith:2024:ABCKJ6RFD3DKDZLIXANDCJT4QF

not attested not anchored not stored refs pending

Tackling the Dynamicity in a Production LLM Serving System with SOTA Optimizations via Hybrid Prefill/Decode/Verify Scheduling on Efficient Meta-kernels

Dingcheng Jiang, Fengfan Hou, Guoping Long, Hongjie Si, Jing Li, Mingcong Song, Runqiu Xiao, Shouyi Yin, Wei Wei, Xinru Tang, Yang Hu, Yipeng Ma

arxiv:2412.18106 v1 · 2024-12-24 · cs.AI · cs.DC · 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{ABCKJ6RFD3DKDZLIXANDCJT4QF}

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

AcOrch: Accelerating Sampling-based GNN Training under CPU-NPU Heterogeneous Environments

Receipt and verification

First computed	2026-07-05T09:54:07.696828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0044a4fa251ec6a1e568b81a31267c816e6a33a284a1bf5aaee5bbed14ba8bb7

Aliases

arxiv: 2412.18106 · arxiv_version: 2412.18106v1 · doi: 10.48550/arxiv.2412.18106 · pith_short_12: ABCKJ6RFD3DK · pith_short_16: ABCKJ6RFD3DKDZLI · pith_short_8: ABCKJ6RF

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/ABCKJ6RFD3DKDZLIXANDCJT4QF \
  | 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: 0044a4fa251ec6a1e568b81a31267c816e6a33a284a1bf5aaee5bbed14ba8bb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f4fbc588be27a44d6aba290bc243f5b1f6e859163457115837dc0beef8ae011",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-24T02:27:44Z",
    "title_canon_sha256": "bdad2799d3e790e98bf5c68845f29879c2aa0d4d7dc62643130c09fb700b7955"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18106",
    "kind": "arxiv",
    "version": 1
  }
}