Pith Number

pith:KYVQLUQO

pith:2023:KYVQLUQOKCIO2LGRTHBHGYMWQX

not attested not anchored not stored refs pending

Execution-based Code Generation using Deep Reinforcement Learning

Aneesh Jain, Chandan K. Reddy, Parshin Shojaee, Sindhu Tipirneni

arxiv:2301.13816 v4 · 2023-01-31 · cs.LG · cs.AI · cs.CL · cs.PL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KYVQLUQOKCIO2LGRTHBHGYMWQX}

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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

14 papers in Pith

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

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories

AlgoSkill: Learning to Design Algorithms by Scheduling Human-Like Skills

Reinforcement Learning from Denoising Feedback

Synthetic Hallucinations, Real Gains: Hard Negatives from Frontier Models for FIM Hallucination Mitigation

Receipt and verification

First computed	2026-07-05T06:32:53.076501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

562b05d20e5090ed2cd199c273619685e4c9fac89fa07b911da4df8c6a1482ef

Aliases

arxiv: 2301.13816 · arxiv_version: 2301.13816v4 · doi: 10.48550/arxiv.2301.13816 · pith_short_12: KYVQLUQOKCIO · pith_short_16: KYVQLUQOKCIO2LGR · pith_short_8: KYVQLUQO

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/KYVQLUQOKCIO2LGRTHBHGYMWQX \
  | 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: 562b05d20e5090ed2cd199c273619685e4c9fac89fa07b911da4df8c6a1482ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "238f38e48c0d4abbb6ec0d1878082da31938298695c9a5c1a9afbf434dcd37a0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-31T18:02:26Z",
    "title_canon_sha256": "8f0f53d33017c1f472781591f603d1e002c0e4216d23d867cf596d1dd6847b86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13816",
    "kind": "arxiv",
    "version": 4
  }
}