Pith Number

pith:FFMHMTNI

pith:2024:FFMHMTNIL7Q7QHEWMBAP7H3LFN

not attested not anchored not stored refs pending

A Convex-optimization-based Layer-wise Post-training Pruner for Large Language Models

Hanyu Hu, Pengxiang Zhao, Ping Li, Xiaoming Yuan, Yi Zheng, Zhefeng Wang

arxiv:2408.03728 v1 · 2024-08-07 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{FFMHMTNIL7Q7QHEWMBAP7H3LFN}

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Record completeness

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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

Pruning General Large Language Models into Customized Expert Models

Receipt and verification

First computed	2026-07-05T08:53:10.286865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2958764da85fe1f81c966040ff9f6b2b5dd19efb15be6514b53e92cab8f49a20

Aliases

arxiv: 2408.03728 · arxiv_version: 2408.03728v1 · doi: 10.48550/arxiv.2408.03728 · pith_short_12: FFMHMTNIL7Q7 · pith_short_16: FFMHMTNIL7Q7QHEW · pith_short_8: FFMHMTNI

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/FFMHMTNIL7Q7QHEWMBAP7H3LFN \
  | 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: 2958764da85fe1f81c966040ff9f6b2b5dd19efb15be6514b53e92cab8f49a20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32cd4be7155d54ba35658f9b1a2af4439961a413eae9dd3d0305093daf618c58",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-07T12:33:46Z",
    "title_canon_sha256": "2157c09ef746d1cc22ad0bf409fd397299e637fada0e3d8c6050427473f29461"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03728",
    "kind": "arxiv",
    "version": 1
  }
}