Pith Number

pith:4XB4DUTJ

pith:2024:4XB4DUTJDRU4FW3AEO3V7CVGKC

not attested not anchored not stored refs pending

Optimizing Large Language Models through Quantization: A Comparative Analysis of PTQ and QAT Techniques

Jahid Hasan

arxiv:2411.06084 v1 · 2024-11-09 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4XB4DUTJDRU4FW3AEO3V7CVGKC}

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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

2 papers in Pith

ProjQ: Project-and-Quantize for Adapter-Aware LLM Compression

The Thermodynamic Costs of Simple Linear Regression

Receipt and verification

First computed	2026-07-05T09:33:16.897241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5c3c1d2691c69c2db6023b75f8aa6508159853f29fc5328190876fe197eabb6

Aliases

arxiv: 2411.06084 · arxiv_version: 2411.06084v1 · doi: 10.48550/arxiv.2411.06084 · pith_short_12: 4XB4DUTJDRU4 · pith_short_16: 4XB4DUTJDRU4FW3A · pith_short_8: 4XB4DUTJ

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/4XB4DUTJDRU4FW3AEO3V7CVGKC \
  | 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: e5c3c1d2691c69c2db6023b75f8aa6508159853f29fc5328190876fe197eabb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "918e23d0649224d31a90f1c2a2a46aa6b59573a894242e237f8eb8b7aa1a2139",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-09T06:30:13Z",
    "title_canon_sha256": "ed0a0d268319089542ce74bd28bbe543f33c1c5bab2fdb121d108f2715842847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06084",
    "kind": "arxiv",
    "version": 1
  }
}