Pith Number

pith:4JBEBJEL

pith:2025:4JBEBJELMMACG6WTFFFEP3OVZ2

not attested not anchored not stored refs pending

MLZero: A Multi-Agent System for End-to-end Machine Learning Automation

Ali Caner Turkmen, Anirudh Dagar, Bernie Wang, Boran Han, Cuixiong Hu, George Karypis, Haoyang Fang, Huzefa Rangwala, Jiani Zhang, Nick Erickson, Su Zhou, Xiyuan Zhang, Ying Nian Wu

arxiv:2505.13941 v1 · 2025-05-20 · cs.MA · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4JBEBJELMMACG6WTFFFEP3OVZ2}

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

6 papers in Pith

MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data

DataMaster: Data-Centric Autonomous AI Research

AgentGA: Evolving Code Solutions in Agent-Seed Space

Receipt and verification

First computed	2026-07-05T11:05:53.419517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e24240a48b6300237ad3294a47edd5ce9f818d9e4c2b250e02bc5156a180243e

Aliases

arxiv: 2505.13941 · arxiv_version: 2505.13941v1 · doi: 10.48550/arxiv.2505.13941 · pith_short_12: 4JBEBJELMMAC · pith_short_16: 4JBEBJELMMACG6WT · pith_short_8: 4JBEBJEL

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/4JBEBJELMMACG6WTFFFEP3OVZ2 \
  | 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: e24240a48b6300237ad3294a47edd5ce9f818d9e4c2b250e02bc5156a180243e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a7b54d69f05ce3bdab2616b3a77f0176d37009fceac88dd24decf32869b449e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-20T05:20:53Z",
    "title_canon_sha256": "58fcd95b69ceff550d30f49dbe154da75e1851ee380475457d0a5e748d860e23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.13941",
    "kind": "arxiv",
    "version": 1
  }
}