Pith Number

pith:LYJE4EP6

pith:2024:LYJE4EP66U3BHDD5FFCBVJOAZZ

not attested not anchored not stored refs pending

Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models

Jianke Zhu, Kai Yao, Lichun Li, Penglei Gao, Wei Wang, Xiaofeng Wang, Yuan Zhao

arxiv:2410.11772 v2 · 2024-10-15 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{LYJE4EP66U3BHDD5FFCBVJOAZZ}

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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

RAP: Runtime Adaptive Pruning for LLM Inference

Receipt and verification

First computed	2026-07-05T09:31:09.347528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e124e11fef536138c7d29441aa5c0ce47cf7e753721288489e83ae7f261441a

Aliases

arxiv: 2410.11772 · arxiv_version: 2410.11772v2 · doi: 10.48550/arxiv.2410.11772 · pith_short_12: LYJE4EP66U3B · pith_short_16: LYJE4EP66U3BHDD5 · pith_short_8: LYJE4EP6

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/LYJE4EP66U3BHDD5FFCBVJOAZZ \
  | 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: 5e124e11fef536138c7d29441aa5c0ce47cf7e753721288489e83ae7f261441a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab08bc9a8203a13072fb958cdcf3efca945f589971a31c900da6c7a2f231fe25",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-15T16:53:26Z",
    "title_canon_sha256": "8bc20172b94c0c048c59416c70fbc92ff2a37f4e7ee499352437b6ec87a85775"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11772",
    "kind": "arxiv",
    "version": 2
  }
}