Pith Number

pith:QF4DHV3V

pith:2024:QF4DHV3V3LOT25DQVDF2647ZE7

not attested not anchored not stored refs pending

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

Aleksander M\k{a}dry, Dane Sherburn, Evan Mays, Giulio Starace, James Aung, Jun Shern Chan, Kevin Liu, Leon Maksin, Lilian Weng, Neil Chowdhury, Oliver Jaffe, Tejal Patwardhan

arxiv:2410.07095 v6 · 2024-10-09 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QF4DHV3V3LOT25DQVDF2647ZE7}

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

56 papers in Pith

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Large Language Model Agent: A Survey on Methodology, Applications and Challenges

IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents

WildRoadBench: A Wild Aerial Road-Damage Grounding Benchmark for Vision-Language Models and Autonomous Agents

Declarative Data Services: Structured Agentic Discovery for Composing Data Systems

Receipt and verification

First computed	2026-05-17T23:39:22.256025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

817833d775dadd3d7470a8cbaf73f927c0b85a28e7779cb388e5a4f85ca9466a

Aliases

arxiv: 2410.07095 · arxiv_version: 2410.07095v6 · doi: 10.48550/arxiv.2410.07095 · pith_short_12: QF4DHV3V3LOT · pith_short_16: QF4DHV3V3LOT25DQ · pith_short_8: QF4DHV3V

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/QF4DHV3V3LOT25DQVDF2647ZE7 \
  | 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: 817833d775dadd3d7470a8cbaf73f927c0b85a28e7779cb388e5a4f85ca9466a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78f46afeabf2db76f56a21a7180c73b2d734f47ae536a6871ce359a462ad3ca3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-09T17:34:27Z",
    "title_canon_sha256": "4808a882ceec70a9b006e387a5a4ae7304b8cf998c4b6ce47d411243cfcd32ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07095",
    "kind": "arxiv",
    "version": 6
  }
}