Pith Number

pith:KETHQCOF

pith:2024:KETHQCOFSKKXABHQJET6ERNZPF

not attested not anchored not stored refs pending

Large Language Models Synergize with Automated Machine Learning

Guoyuan Zhou, Hitoshi Iba, Jia Guo, Jialong Li, Jinglue Xu, Kenji Tei, Nagar Anthel Venkatesh Suryanarayanan, Zhen Liu

arxiv:2405.03727 v3 · 2024-05-06 · cs.SE · cs.AI · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KETHQCOFSKKXABHQJET6ERNZPF}

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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

1 paper in Pith

Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

Receipt and verification

First computed	2026-07-05T09:04:35.760900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51267809c592957004f04927e245b9796c1f28395a7ffed3e9e4819256636bbc

Aliases

arxiv: 2405.03727 · arxiv_version: 2405.03727v3 · doi: 10.48550/arxiv.2405.03727 · pith_short_12: KETHQCOFSKKX · pith_short_16: KETHQCOFSKKXABHQ · pith_short_8: KETHQCOF

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/KETHQCOFSKKXABHQJET6ERNZPF \
  | 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: 51267809c592957004f04927e245b9796c1f28395a7ffed3e9e4819256636bbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fed11b4e94efb83a41ff76bc1190d726ca8ec4d1a576a296794b543aefe54c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-06T08:09:46Z",
    "title_canon_sha256": "31345cfdd5be24c4314bbfd0a2614d9306eea94ebc935bc805882f364f07ee3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03727",
    "kind": "arxiv",
    "version": 3
  }
}