Pith Number

pith:NLG444PL

pith:2021:NLG444PLBHBNVD67Y2ZOOK4U7I

not attested not anchored not stored refs pending

VS-Quant: Per-vector Scaled Quantization for Accurate Low-Precision Neural Network Inference

Brian Zimmer, Brucek Khailany, Haoxing Ren, Rangharajan Venkatesan, Steve Dai, William J. Dally

arxiv:2102.04503 v1 · 2021-02-08 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLG444PLBHBNVD67Y2ZOOK4U7I}

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

SeVeDo: A Heterogeneous Transformer Accelerator for Low-Bit Inference via Hierarchical Group Quantization and SVD-Guided Mixed Precision

Receipt and verification

First computed	2026-07-05T02:14:14.448699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6acdce71eb09c2da8fdfc6b2e72b94fa3f5afd5959da45eee816ff64feaf43e9

Aliases

arxiv: 2102.04503 · arxiv_version: 2102.04503v1 · doi: 10.48550/arxiv.2102.04503 · pith_short_12: NLG444PLBHBN · pith_short_16: NLG444PLBHBNVD67 · pith_short_8: NLG444PL

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/NLG444PLBHBNVD67Y2ZOOK4U7I \
  | 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: 6acdce71eb09c2da8fdfc6b2e72b94fa3f5afd5959da45eee816ff64feaf43e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "243e796fc8152984b30f1f87c75358508118daa1f0bc0b4b12cfd770d7152e47",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-08T19:56:04Z",
    "title_canon_sha256": "2677b98a755acec972ead37e3bf8cf29356d488941672a3f5f45acb8df6b1db4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.04503",
    "kind": "arxiv",
    "version": 1
  }
}