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Pith Number

pith:XVV3FVJD

pith:2024:XVV3FVJDFY7DHMNCO6WSF6POS2
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Large Language Model Agent for Hyper-Parameter Optimization

Chen Gao, Siyi Liu, Yong Li

arxiv:2402.01881 v3 · 2024-02-02 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{XVV3FVJDFY7DHMNCO6WSF6POS2}

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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

12 papers in Pith

ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model
Agentic AutoResearch forSpace Autonomy: An Auditable, LLM-Driven Research Agent for Aerospace Control Problems
LLM-Guided ANN Index Optimization for Human-Object Interaction Retrieval
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model
Receipt and verification
First computed 2026-07-05T10:20:10.557225Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bd6bb2d5232e3e33b1a277ad22f9ee96924d0d008efeda6ad834d48d4b5ebcbd

Aliases

arxiv: 2402.01881 · arxiv_version: 2402.01881v3 · doi: 10.48550/arxiv.2402.01881 · pith_short_12: XVV3FVJDFY7D · pith_short_16: XVV3FVJDFY7DHMNC · pith_short_8: XVV3FVJD
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/XVV3FVJDFY7DHMNCO6WSF6POS2 \
  | 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: bd6bb2d5232e3e33b1a277ad22f9ee96924d0d008efeda6ad834d48d4b5ebcbd
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "664402ea959935eae72e796e4264aba78e9308ec469e78dc70b76da7a550e750",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T20:12:05Z",
    "title_canon_sha256": "33e62863a6508e62431bfe92d71a2b4d7f3cc0bf394e853c6e5b6e362b9b7e39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01881",
    "kind": "arxiv",
    "version": 3
  }
}