Pith Number

pith:FMXL2OYU

pith:2023:FMXL2OYUJTTWBSXXXBT4PTSCHA

not attested not anchored not stored refs pending

AutoML-GPT: Automatic Machine Learning with GPT

Chengyue Gong, Lemeng Wu, Mingyuan Zhou, Shujian Zhang, Xingchao Liu

arxiv:2305.02499 v1 · 2023-05-04 · cs.CL · cs.AI · cs.CV · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FMXL2OYUJTTWBSXXXBT4PTSCHA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

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WizardLM: Empowering large pre-trained language models to follow complex instructions

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Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs

Receipt and verification

First computed	2026-07-05T06:07:01.651959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b2ebd3b144ce760caf7b867c7ce42382ee9b1e8bd6a7ebdab552cda43b5b48f

Aliases

arxiv: 2305.02499 · arxiv_version: 2305.02499v1 · doi: 10.48550/arxiv.2305.02499 · pith_short_12: FMXL2OYUJTTW · pith_short_16: FMXL2OYUJTTWBSXX · pith_short_8: FMXL2OYU

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/FMXL2OYUJTTWBSXXXBT4PTSCHA \
  | 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: 2b2ebd3b144ce760caf7b867c7ce42382ee9b1e8bd6a7ebdab552cda43b5b48f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7de12cbf1b8e742369ffa2e3e9d1aa7787a62a1dd0664447f3c33b08cd9ae999",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-04T02:09:43Z",
    "title_canon_sha256": "09c9a659398c9a1b86f578b5ffb6497de12f528c1952f4a479b5e8de9695fc5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02499",
    "kind": "arxiv",
    "version": 1
  }
}