Pith Number

pith:FTTOUIFI

pith:2026:FTTOUIFIDTXADP7WFWR6OTOZTY

not attested not anchored not stored refs pending

Leveraging Error Diversity in Group Rollouts for Reinforcement Learning

Jiaqi Wang, Nan Duan, Shuai Dong, Tong Yang, Weichu Xie, Wenpu Liu, Wenqi Shao, Xiaoying Zhang, Yongfu Zhu, Yuqi Xu, Ziyue Wang

arxiv:2605.17333 v1 · 2026-05-17 · 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{FTTOUIFIDTXADP7WFWR6OTOZTY}

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	2026-05-20T00:03:52.639460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ce6ea20a81cee01bff62da3e74dd99e1445393c014cc196a053d24869462586

Aliases

arxiv: 2605.17333 · arxiv_version: 2605.17333v1 · doi: 10.48550/arxiv.2605.17333 · pith_short_12: FTTOUIFIDTXA · pith_short_16: FTTOUIFIDTXADP7W · pith_short_8: FTTOUIFI

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/FTTOUIFIDTXADP7WFWR6OTOZTY \
  | 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: 2ce6ea20a81cee01bff62da3e74dd99e1445393c014cc196a053d24869462586

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d1db8bdd43c2f3b2bcd4ee27c40a524922b25e9c1bebbd6f1b3bc827e0ba26",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T08:52:31Z",
    "title_canon_sha256": "bbe4ef8d32286d5012ed0353f645fa6d9d17eafaa216bde6b8fed244bcda1e98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17333",
    "kind": "arxiv",
    "version": 1
  }
}