Pith Number

pith:IXRHBRQU

pith:2024:IXRHBRQUPEPB7TN2TANXK4B2K5

not attested not anchored not stored refs pending

Exploring the True Potential: Evaluating the Black-box Optimization Capability of Large Language Models

Beichen Huang, Jibin Wu, Kay Chen Tan, Liang Feng, Ran Cheng, Xingyu Wu, Yu Zhou

arxiv:2404.06290 v2 · 2024-04-09 · cs.NE

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\usepackage{pith}
\pithnumber{IXRHBRQUPEPB7TN2TANXK4B2K5}

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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

5 papers in Pith

Language Models as Efficient Reward Function Searchers for Custom-Environment Multi-Objective Reinforcement

QM-ToT: A Medical Tree of Thoughts Reasoning Framework for Quantized Model

SemanticOpt: Towards LLM-Based Semantic Black-Box Optimization

ERFSL: An Efficient Reward Function Searcher via Language Models for Custom-Environment Multi-Objective Optimization (Student Abstract)

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

Receipt and verification

First computed	2026-07-05T08:40:39.859109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45e270c614791e1fcdba981b75703a575a24ffdbe04e5db39867f0328d576eb3

Aliases

arxiv: 2404.06290 · arxiv_version: 2404.06290v2 · doi: 10.48550/arxiv.2404.06290 · pith_short_12: IXRHBRQUPEPB · pith_short_16: IXRHBRQUPEPB7TN2 · pith_short_8: IXRHBRQU

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/IXRHBRQUPEPB7TN2TANXK4B2K5 \
  | 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: 45e270c614791e1fcdba981b75703a575a24ffdbe04e5db39867f0328d576eb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84dbe4c4dc6757f8ae60a873efdc39ec1386511b0ce1849ad6038cf5547fecda",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-04-09T13:17:28Z",
    "title_canon_sha256": "9a2c27953919d18be57ae171dc838023f2f1fb0443d8a9bd4a50eaa351e777ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06290",
    "kind": "arxiv",
    "version": 2
  }
}