Pith Number

pith:SK4MJSGS

pith:2025:SK4MJSGSIMCJT4J6GO4PZTLUUI

not attested not anchored not stored refs pending

Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

Abulhair Saparov, Chengqian Gao, Eric P. Xing, Fan Zhou, Feng Yao, Haonan Li, Jianshu She, Kun Zhou, Mikhail Yurochkin, Nilabjo Dey, Richard Fan, Shibo Hao, Taylor W. Killian, Tianyang Liu, Yi Gu, Yonghao Zhuang, Yuan Li, Yuexin Bian, Yuheng Zha, Yuqi Wang, Yutao Xie, Zhengzhong Liu, Zhiting Hu, Zhoujun Cheng

arxiv:2506.14965 v1 · 2025-06-17 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SK4MJSGSIMCJT4J6GO4PZTLUUI}

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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

VIMPO: Value-Implicit Policy Optimization for LLMs

CARE-RL: Capability-Aware Reinforcement Learning for Mitigating Cross-Domain Conflicts

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

Blending Supervised and Reinforcement Fine-Tuning with Prefix Sampling

A Survey of Reinforcement Learning for Large Reasoning Models

Receipt and verification

First computed	2026-07-05T11:23:34.914810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92b8c4c8d2430499f13e33b8fccd74a20cb4b1dff6ea943d1ae5b8c687c5ba83

Aliases

arxiv: 2506.14965 · arxiv_version: 2506.14965v1 · doi: 10.48550/arxiv.2506.14965 · pith_short_12: SK4MJSGSIMCJ · pith_short_16: SK4MJSGSIMCJT4J6 · pith_short_8: SK4MJSGS

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/SK4MJSGSIMCJT4J6GO4PZTLUUI \
  | 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: 92b8c4c8d2430499f13e33b8fccd74a20cb4b1dff6ea943d1ae5b8c687c5ba83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57718cc0c5c586ba67136c35a18809a2d88d8f4918cd6f35403caffe4490e3a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T20:24:00Z",
    "title_canon_sha256": "d9e7df69ede1c36759e16c28ad25dd148fd27e040809d47e361d08cd5252141c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14965",
    "kind": "arxiv",
    "version": 1
  }
}