Pith Number

pith:DCDLMEBP

pith:2024:DCDLMEBPG7YCYCHSVU3AGALMXG

not attested not anchored not stored refs pending

Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey

Guangwu Qian, Hengyuan Xu, Junqiao Wang, Keqin Li, Kuan Lu, Kunyu Wu, Lewei He, Menghao Huo, Qiuwu Chen, Tang Jingqun, Tianyu Shi, Xinhang Yuan, Xin Yi, Xinyuan Song, Yangfan He, Yuchen Li, Yuyang Song, Zeng Zhang, Zhongwei Wan, Zihao Zhang, Zijun Wang

arxiv:2412.20367 v5 · 2024-12-29 · cs.SE · cs.CL

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\usepackage{pith}
\pithnumber{DCDLMEBPG7YCYCHSVU3AGALMXG}

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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

12 papers in Pith

From Conversation to Contribution: Characterizing Coding Agent in Open-Source Software

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

BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards

Rethinking Agentic Reinforcement Learning In Large Language Models

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Receipt and verification

First computed	2026-07-05T11:49:49.504525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1886b6102f37f02c08f2ad3603016cb9a753d3acd909077ceb072dfad811c1a1

Aliases

arxiv: 2412.20367 · arxiv_version: 2412.20367v5 · doi: 10.48550/arxiv.2412.20367 · pith_short_12: DCDLMEBPG7YC · pith_short_16: DCDLMEBPG7YCYCHS · pith_short_8: DCDLMEBP

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/DCDLMEBPG7YCYCHSVU3AGALMXG \
  | 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: 1886b6102f37f02c08f2ad3603016cb9a753d3acd909077ceb072dfad811c1a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf79cfacd027adb85a2633983ef030747cb71dc8860aeeef80f1f60e5ed56c6a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-29T06:15:41Z",
    "title_canon_sha256": "45dbd0347b12c6c4d221f70ab7a1e7ec2de407d5d4802db7e0b54e71109527bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20367",
    "kind": "arxiv",
    "version": 5
  }
}