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pith:TL6IPOFX

pith:2024:TL6IPOFXSO3M6CV2UWQFZTR3QQ
not attested not anchored not stored refs pending

Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark

Jason D. Lee, Jiaxiang Li, Junyuan Hong, Mingyi Hong, Pingzhi Li, Pin-Yu Chen, Sijia Liu, Tianlong Chen, Wenqing Zheng, Wotao Yin, Yihua Zhang, Yimeng Zhang, Zhangyang Wang

arxiv:2402.11592 v3 · 2024-02-18 · cs.LG · cs.CL

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\pithnumber{TL6IPOFXSO3M6CV2UWQFZTR3QQ}

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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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

11 papers in Pith

Zero-order Parameter-free Optimization for LMO-based Methods: Novel Approach for Efficient Fine-tuning
SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents
A Unified Zeroth-Order Approach for Decentralized Minimax Optimization
ZOAF: Towards Efficient Zeroth-Order Optimization for Analog/RF Circuit Design
Probing Memorization of Tabular In-Context Learning
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First computed 2026-07-05T08:24:02.148919Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9afc87b8b793b6cf0abaa5a05cce3b840f86d730f79c3d8a9bbcea1135c7aca1

Aliases

arxiv: 2402.11592 · arxiv_version: 2402.11592v3 · doi: 10.48550/arxiv.2402.11592 · pith_short_12: TL6IPOFXSO3M · pith_short_16: TL6IPOFXSO3M6CV2 · pith_short_8: TL6IPOFX
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/TL6IPOFXSO3M6CV2UWQFZTR3QQ \
  | 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: 9afc87b8b793b6cf0abaa5a05cce3b840f86d730f79c3d8a9bbcea1135c7aca1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "20cd7237438600ad488b4bb07c4c15ef25db14c99f9802dc202bf0c5e5b31504",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-18T14:08:48Z",
    "title_canon_sha256": "b9721e42e079bf1e682ce83974889b1b015edba25999d9b23a682dd2343800b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11592",
    "kind": "arxiv",
    "version": 3
  }
}