Pith Number

pith:YNOCU5S3

pith:2024:YNOCU5S3RHFXPQ3GVQLY4XLAQ4

not attested not anchored not stored refs pending

QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Chao Wang, Chuan Liu, Jingyang Xiang, Lei Yu, Mincong Huang, Peng Zhang, Wei Lin, Yineng Zhang, Ying Zhang, Yujie Wang

arxiv:2406.09904 v3 · 2024-06-14 · 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{YNOCU5S3RHFXPQ3GVQLY4XLAQ4}

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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

6 papers in Pith

MxGLUT: A Reconfigurable LUT-Centric Broadcast Dataflow Accelerator for Mixed-Precision GEMM

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing

Receipt and verification

First computed	2026-07-05T08:50:30.259291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c35c2a765b89cb77c366ac178e5d60871d596ef47a2d72d1978eb7adceedfd99

Aliases

arxiv: 2406.09904 · arxiv_version: 2406.09904v3 · doi: 10.48550/arxiv.2406.09904 · pith_short_12: YNOCU5S3RHFX · pith_short_16: YNOCU5S3RHFXPQ3G · pith_short_8: YNOCU5S3

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/YNOCU5S3RHFXPQ3GVQLY4XLAQ4 \
  | 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: c35c2a765b89cb77c366ac178e5d60871d596ef47a2d72d1978eb7adceedfd99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9679ac66604589b815b086a95fc93813ce7852646fb7d16bd5568a138e291153",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-14T10:23:45Z",
    "title_canon_sha256": "8366219fc6b099f5e16f91a9e7d97a2a4deb45826101a4584928d0a37d829d1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09904",
    "kind": "arxiv",
    "version": 3
  }
}