Pith Number

pith:HHHGYEDU

pith:2024:HHHGYEDUL26MMDQJDJIP4OUNFZ

not attested not anchored not stored refs pending

Art and Science of Quantizing Large-Scale Models: A Comprehensive Overview

Guoan Wang, Hanning Lu, Li Weitao, Tong Yang, Xiyan Liang, Xu Zhe, Yanshu Wang, Yaoming Li

arxiv:2409.11650 v1 · 2024-09-18 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HHHGYEDUL26MMDQJDJIP4OUNFZ}

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

Smaller Models, Unexpected Costs: Trade-offs in LLM Quantization for Automated Program Repair

Receipt and verification

First computed	2026-07-05T09:08:35.254908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39ce6c10745ebcc60e091a50fe3a8d2e53993350d700f51c27206db1df3f591a

Aliases

arxiv: 2409.11650 · arxiv_version: 2409.11650v1 · doi: 10.48550/arxiv.2409.11650 · pith_short_12: HHHGYEDUL26M · pith_short_16: HHHGYEDUL26MMDQJ · pith_short_8: HHHGYEDU

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/HHHGYEDUL26MMDQJDJIP4OUNFZ \
  | 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: 39ce6c10745ebcc60e091a50fe3a8d2e53993350d700f51c27206db1df3f591a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1443d44313c6bcdaf1965ed7b2d448bd9294115088ef933681484cd60458c80b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-18T02:35:00Z",
    "title_canon_sha256": "0b7025fa00923fb92879180b45e4c09210dd673771adf4236b6833005ec26b8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11650",
    "kind": "arxiv",
    "version": 1
  }
}