Pith Number

pith:IVHD2WKQ

pith:2025:IVHD2WKQ7FHMZACR7JNOGIWFDK

not attested not anchored not stored refs pending

RSPO: Risk-Seeking Policy Optimization for Pass@k and Max@k Metrics in Large Language Models

Haipeng Sun, Hong Dingqian, Hongfei Jiang, Hui Xiong, Junwei Bao, Kaichen Zhang, Shenghao Gao, Yang Song, Yuzhong Hong

arxiv:2508.01174 v1 · 2025-08-02 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{IVHD2WKQ7FHMZACR7JNOGIWFDK}

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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

2 papers in Pith

Leveraging Error Diversity in Group Rollouts for Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:47:34.244372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

454e3d5950f94ecc8051fa5ae322c51a898c715e7ce145adebae4d5ae55608dc

Aliases

arxiv: 2508.01174 · arxiv_version: 2508.01174v1 · doi: 10.48550/arxiv.2508.01174 · pith_short_12: IVHD2WKQ7FHM · pith_short_16: IVHD2WKQ7FHMZACR · pith_short_8: IVHD2WKQ

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/IVHD2WKQ7FHMZACR7JNOGIWFDK \
  | 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: 454e3d5950f94ecc8051fa5ae322c51a898c715e7ce145adebae4d5ae55608dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8f015ebe488313aac6ab21a0fca3f0d4eeeba2b824c257a28724cf54677afa5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-02T03:25:26Z",
    "title_canon_sha256": "2fe19874f31f64bfb97ec7e8fb6e71782d998ad8f904ca2d5a7386610efbe238"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01174",
    "kind": "arxiv",
    "version": 1
  }
}