Pith Number

pith:OJ5FCSUW

pith:2024:OJ5FCSUWPLEK4JOM23I5M4745K

not attested not anchored not stored refs pending

Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures

Kun Yuan, Liyuan Cao, Yiming Chen, Yuan Zhang, Zaiwen Wen

arxiv:2410.07698 v1 · 2024-10-10 · cs.LG

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\usepackage{pith}
\pithnumber{OJ5FCSUWPLEK4JOM23I5M4745K}

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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

7 papers in Pith

Zero-order Parameter-free Optimization for LMO-based Methods: Novel Approach for Efficient Fine-tuning

Dominant-Layer ZO: A Single Layer Dominates Zeroth-Order Fine-Tuning of LLMs

Accelerating Zeroth-Order Spectral Optimization with Partial Orthogonalization from Power Iteration

Low-rank surrogate modeling and stochastic zero-order optimization for training of neural networks with black-box layers

CR-Net: Scaling Parameter-Efficient Training with Cross-Layer Low-Rank Structure

Receipt and verification

First computed	2026-07-05T09:18:42.217228Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

727a514a967ac8ae25ccd6d1d673fcea9275f8bc8b7949e27d28e0b594ddf380

Aliases

arxiv: 2410.07698 · arxiv_version: 2410.07698v1 · doi: 10.48550/arxiv.2410.07698 · pith_short_12: OJ5FCSUWPLEK · pith_short_16: OJ5FCSUWPLEK4JOM · pith_short_8: OJ5FCSUW

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/OJ5FCSUWPLEK4JOM23I5M4745K \
  | 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: 727a514a967ac8ae25ccd6d1d673fcea9275f8bc8b7949e27d28e0b594ddf380

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e78ddef9d8b2a377676e1c3b430863beee7f721e09bcb74ec9e46be713d8b6da",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T08:10:53Z",
    "title_canon_sha256": "b687269cf030c8a85326cf7f44d70bdcb368d6f556d7319c8e521f54430c90fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07698",
    "kind": "arxiv",
    "version": 1
  }
}