Pith Number

pith:IRIPJL66

pith:2025:IRIPJL66M5GEYBBDQ7GN6KYRFO

not attested not anchored not stored refs pending

RLEP: Reinforcement Learning with Experience Replay for LLM Reasoning

Fuzheng Zhang, Guorui Zhou, Hongzhi Zhang, Jia Fu, Jingyuan Zhang, Kai Fu, Qi Wang

arxiv:2507.07451 v1 · 2025-07-10 · cs.CL

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\usepackage{pith}
\pithnumber{IRIPJL66M5GEYBBDQ7GN6KYRFO}

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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

11 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients

Rollout-Level Advantage-Prioritized Experience Replay for GRPO

Learning to Solve, Forgetting to Retain: Correct-Set Turnover in RLVR

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

Receipt and verification

First computed	2026-07-05T11:34:58.442516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4450f4afde674c4c042387ccdf2b112b9369b198c442afa0dca2ac47442ef213

Aliases

arxiv: 2507.07451 · arxiv_version: 2507.07451v1 · doi: 10.48550/arxiv.2507.07451 · pith_short_12: IRIPJL66M5GE · pith_short_16: IRIPJL66M5GEYBBD · pith_short_8: IRIPJL66

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/IRIPJL66M5GEYBBDQ7GN6KYRFO \
  | 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: 4450f4afde674c4c042387ccdf2b112b9369b198c442afa0dca2ac47442ef213

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69abf5140e9a5657daa7d2b3fee2aec8f3a1292dab5b71fb107c28e6321bdd56",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-10T05:58:55Z",
    "title_canon_sha256": "6e940d0f99b315f7f13da3fcef0f3f41da94f264a9def7689ae5734cc39d768b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07451",
    "kind": "arxiv",
    "version": 1
  }
}