Pith Number

pith:452SWZMU

pith:2023:452SWZMUKTYM5LYL6MQS5TR2SS

not attested not anchored not stored refs pending

SPFQ: A Stochastic Algorithm and Its Error Analysis for Neural Network Quantization

Jinjie Zhang, Rayan Saab

arxiv:2309.10975 v1 · 2023-09-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{452SWZMUKTYM5LYL6MQS5TR2SS}

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

2 papers in Pith

GPTQ-intrinsic LoRA: A Near-optimal Algorithm for Low-precision Quantization with Low-rank Adaptation

Provable Post-Training Quantization: Theoretical Analysis of OPTQ and Qronos

Receipt and verification

First computed	2026-07-05T06:52:29.327359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7752b659454f0ceaf0bf3212ece3a948356dc4205dc2d8bd987e46206aab613

Aliases

arxiv: 2309.10975 · arxiv_version: 2309.10975v1 · doi: 10.48550/arxiv.2309.10975 · pith_short_12: 452SWZMUKTYM · pith_short_16: 452SWZMUKTYM5LYL · pith_short_8: 452SWZMU

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/452SWZMUKTYM5LYL6MQS5TR2SS \
  | 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: e7752b659454f0ceaf0bf3212ece3a948356dc4205dc2d8bd987e46206aab613

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "192636693b3edab02d1ba430dc1dcd67fd03c72721c103c530a74884af3822da",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-20T00:35:16Z",
    "title_canon_sha256": "fb6e87a5a85bd3366811e095af1744f11b744ce73b2df71ed5cc84ef7b63a72f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10975",
    "kind": "arxiv",
    "version": 1
  }
}