Pith Number

pith:WL63WTSC

pith:2025:WL63WTSC3M7RLC22TVPRCYJX26

not attested not anchored not stored refs pending

Towards High Data Efficiency in Reinforcement Learning with Verifiable Reward

Jun Zhou, Wayne Xin Zhao, Xinyu Tang, Yurou Liu, Zhenduo Zhang, Zhiqiang Zhang, Zujie Wen

arxiv:2509.01321 v1 · 2025-09-01 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{WL63WTSC3M7RLC22TVPRCYJX26}

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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

7 papers in Pith

Manifold Bandits: Bayesian Curriculum Learning over the Latent Geometry of Large Language Models

Reasoning Arena: Trace Tournaments When Verifiable Rewards Fall Short

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots

RLVR without Ineffective Samples: Group Prioritized Off-Policy Optimization for LLM Reasoning

IRDS: Interpretable RLVR Data Selection via Verifier-Coupled Sparse Autoencoder Coverage

Receipt and verification

First computed	2026-07-05T12:02:58.222805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2fdbb4e42db3f158b5a9d5f116137d7ab1f91a1b28a5fbc7092f3216f407f49

Aliases

arxiv: 2509.01321 · arxiv_version: 2509.01321v1 · doi: 10.48550/arxiv.2509.01321 · pith_short_12: WL63WTSC3M7R · pith_short_16: WL63WTSC3M7RLC22 · pith_short_8: WL63WTSC

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/WL63WTSC3M7RLC22TVPRCYJX26 \
  | 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: b2fdbb4e42db3f158b5a9d5f116137d7ab1f91a1b28a5fbc7092f3216f407f49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "669017d95238a5860de849bb3fbf92c93c5744fb9d60f970205371efb2a207f4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-01T10:04:20Z",
    "title_canon_sha256": "e47e34f316a91e566d1e80ee06aefd030b08340e0aa4bf0fbff3bb9796e98048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01321",
    "kind": "arxiv",
    "version": 1
  }
}