Pith Number

pith:NDQO6UZB

pith:2024:NDQO6UZB2YRD4AMS5M5JC7SMVP

not attested not anchored not stored refs pending

LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation

Conghui Zhu, Hongyun Zhou, Muyun Yang, Tiejun Zhao, Wang Xu, Xiangyu Lu

arxiv:2402.07721 v2 · 2024-02-12 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NDQO6UZB2YRD4AMS5M5JC7SMVP}

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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

3 papers in Pith

FoRA: Fisher-orthogonal Rank Adaptation for Parameter-Efficient Fine-Tuning

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing

Receipt and verification

First computed	2026-07-05T08:33:35.573420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68e0ef5321d6223e0192eb3a917e4cabf4ea72a422b52f0d30ba9b65abc268a8

Aliases

arxiv: 2402.07721 · arxiv_version: 2402.07721v2 · doi: 10.48550/arxiv.2402.07721 · pith_short_12: NDQO6UZB2YRD · pith_short_16: NDQO6UZB2YRD4AMS · pith_short_8: NDQO6UZB

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/NDQO6UZB2YRD4AMS5M5JC7SMVP \
  | 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: 68e0ef5321d6223e0192eb3a917e4cabf4ea72a422b52f0d30ba9b65abc268a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd70a8f66b7e35802bb447420db6009257caa4671101ee8ce8eac2961597ac54",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T15:34:56Z",
    "title_canon_sha256": "4a08ebc35cb39d7ce0cf4b128953f286ae2e3c3acd78e8c7ccde8f0aa84b8f6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07721",
    "kind": "arxiv",
    "version": 2
  }
}