Pith Number

pith:MJGHZXSX

pith:2025:MJGHZXSXS3IPWFH5FSEPU7QTX6

not attested not anchored not stored refs pending

MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Ajay Menon, Amar Budhiraja, Deepak Nathani, Despoina Magka, Dieuwke Hupkes, Gaurav Chaurasia, Jakob Foerster, Lovish Madaan, Nicholas Roberts, Nikolay Bashlykov, Ricardo Silveira Cabral, Roberta Raileanu, Tatiana Shavrina, Vincent Moens, Vladislav Vorotilov, William Yang Wang, Yoram Bachrach

arxiv:2502.14499 v1 · 2025-02-20 · cs.CL · cs.AI · 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{MJGHZXSXS3IPWFH5FSEPU7QTX6}

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

22 papers in Pith

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Discovering Crystal Structure Prediction Algorithms with an AI Co-Scientist

ResearchClawBench: A Benchmark for End-to-End Autonomous Scientific Research

TerraBench: Can Agents Reason Over Heterogeneous Earth-System Data?

Benchmarking AI Agents for Addressing Scientific Challenges Across Scales

Receipt and verification

First computed	2026-07-05T10:17:27.601283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

624c7cde5796d0fb14fd2c88fa7e13bf9c6d5338e8fa263f9ddf2a13d5eb4167

Aliases

arxiv: 2502.14499 · arxiv_version: 2502.14499v1 · doi: 10.48550/arxiv.2502.14499 · pith_short_12: MJGHZXSXS3IP · pith_short_16: MJGHZXSXS3IPWFH5 · pith_short_8: MJGHZXSX

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/MJGHZXSXS3IPWFH5FSEPU7QTX6 \
  | 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: 624c7cde5796d0fb14fd2c88fa7e13bf9c6d5338e8fa263f9ddf2a13d5eb4167

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9bae0fe9a624ee177e886fb45722c25d04fa44a0740feb0ea125bef04e79e44",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T12:28:23Z",
    "title_canon_sha256": "0f395d8dd4ae9816faaac03a57ca605626afc8e4d08981125a3cc59a372e6087"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14499",
    "kind": "arxiv",
    "version": 1
  }
}