Pith Number

pith:TUCWOVSS

pith:2026:TUCWOVSSDMMSPICSMI6TVCLOTD

not attested not anchored not stored refs pending

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Anirudh Goyal, Chang Liu, Dianbo Liu, Hou Hei Lam, Qiran Zou, Samson Yu, Srinivas Anumasa, Tianyi Zhang, Tingting Chen, Wenhao Zhao, Yiming Tang, Yingtao Zhu, Zhengyao Jiang, Zufeng Zhang

arxiv:2605.17373 v1 · 2026-05-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TUCWOVSSDMMSPICSMI6TVCLOTD}

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.

Receipt and verification

First computed	2026-05-20T00:03:55.293034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d056756521b1927a052623d3a896e98d620cdd016da8cd71fb68e2d29262d4c

Aliases

arxiv: 2605.17373 · arxiv_version: 2605.17373v1 · doi: 10.48550/arxiv.2605.17373 · pith_short_12: TUCWOVSSDMMS · pith_short_16: TUCWOVSSDMMSPICS · pith_short_8: TUCWOVSS

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/TUCWOVSSDMMSPICSMI6TVCLOTD \
  | 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: 9d056756521b1927a052623d3a896e98d620cdd016da8cd71fb68e2d29262d4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40ba6f2783394bd6fa4f36e91ad60f75f9c20ce1792688c67ce9e3780c86ba38",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T10:30:38Z",
    "title_canon_sha256": "80c37f64a51eaba714afe02bb215a8f5a1726f1cee408a25154134636183e61f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17373",
    "kind": "arxiv",
    "version": 1
  }
}