Pith Number

pith:HSL3CLQN

pith:2023:HSL3CLQNEYYJBUAOB5FZ46YZDR

not attested not anchored not stored refs pending

Can GPT-4 Perform Neural Architecture Search?

Chang Xu, Chen Qian, Fei Wang, Mingkai Zheng, Samuel Albanie, Shan You, Xiu Su

arxiv:2304.10970 v4 · 2023-04-21 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSL3CLQNEYYJBUAOB5FZ46YZDR}

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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

10 papers in Pith

LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks

MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

AutoMCU: Feasibility-First MCU Neural Network Customization via LLM-based Multi-Agent Systems

CoLLM-NAS: Collaborative Large Language Models for Efficient Knowledge-Guided Neural Architecture Search

Receipt and verification

First computed	2026-07-05T06:36:54.471771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c97b12e0d263090d00e0f4b9e7b191c49c1236436a9e225aac15b435f4a4805

Aliases

arxiv: 2304.10970 · arxiv_version: 2304.10970v4 · doi: 10.48550/arxiv.2304.10970 · pith_short_12: HSL3CLQNEYYJ · pith_short_16: HSL3CLQNEYYJBUAO · pith_short_8: HSL3CLQN

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/HSL3CLQNEYYJBUAOB5FZ46YZDR \
  | 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: 3c97b12e0d263090d00e0f4b9e7b191c49c1236436a9e225aac15b435f4a4805

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1a5ff519f08ef0a8b863767c2b946832b49a86e13076b8f3a8ad57c8fc6a191",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-21T14:06:44Z",
    "title_canon_sha256": "73f64907a1d8891b585bbc6bc74674e80696be69e873c612c43b7d67f7f570e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10970",
    "kind": "arxiv",
    "version": 4
  }
}