Pith Number

pith:2QME45N5

pith:2025:2QME45N5QSLR7SBJGENJK3HZNF

not attested not anchored not stored refs pending

MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering

Bo Dai, Changhao Li, Chao Zhang, Dingu Sagar V K, Ian Shu-Hei Wong, Percy Liang, Rongzhi Zhang, Rushi Qiang, Sherry Yang, Yinghao Li, Yuchen Zhuang

arxiv:2505.07782 v1 · 2025-05-12 · 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{2QME45N5QSLR7SBJGENJK3HZNF}

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

9 papers in Pith

VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI

Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Receipt and verification

First computed	2026-07-05T11:01:53.271846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4184e75bd84971fc829311a956cf969638c774c14715747bf4e4edac586563f

Aliases

arxiv: 2505.07782 · arxiv_version: 2505.07782v1 · doi: 10.48550/arxiv.2505.07782 · pith_short_12: 2QME45N5QSLR · pith_short_16: 2QME45N5QSLR7SBJ · pith_short_8: 2QME45N5

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/2QME45N5QSLR7SBJGENJK3HZNF \
  | 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: d4184e75bd84971fc829311a956cf969638c774c14715747bf4e4edac586563f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35f8e8ac332368974f5ba30b24253f757db31ed300a34169b971f343d60086e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-12T17:35:43Z",
    "title_canon_sha256": "1d00ccd4fd90079450d20a639e74d453bf5bafe08ac194f17729302ac37428a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07782",
    "kind": "arxiv",
    "version": 1
  }
}