Pith. sign in
Pith Number

pith:2ALQ5Z2I

pith:2025:2ALQ5Z2IHCTJ4CXOGDYL3NNTJ2
not attested not anchored not stored refs pending

S*: Test Time Scaling for Code Generation

Chengkun Cao, Dacheng Li, Ion Stoica, Jiarong Xing, Joseph E. Gonzalez, Kurt Keutzer, Shangyin Tan, Shiyi Cao, Xiuyu Li

arxiv:2502.14382 v1 · 2025-02-20 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{2ALQ5Z2IHCTJ4CXOGDYL3NNTJ2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

18 papers in Pith

E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation
From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning
Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It
Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling
DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval
Receipt and verification
First computed 2026-07-05T10:17:25.533613Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d0170ee74838a69e0aee30f0bdb5b34eb3c7cbebe8cb19e2775f66de34fe47fc

Aliases

arxiv: 2502.14382 · arxiv_version: 2502.14382v1 · doi: 10.48550/arxiv.2502.14382 · pith_short_12: 2ALQ5Z2IHCTJ · pith_short_16: 2ALQ5Z2IHCTJ4CXO · pith_short_8: 2ALQ5Z2I
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/2ALQ5Z2IHCTJ4CXOGDYL3NNTJ2 \
  | 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: d0170ee74838a69e0aee30f0bdb5b34eb3c7cbebe8cb19e2775f66de34fe47fc
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "f52857622fd163943381389fe908164be603e666a7d2f5a2cdf26c986bff97c0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T09:18:53Z",
    "title_canon_sha256": "7f6a404271d08599c85f5a69adba5d0b7b761c55d96f0c830845cacbd85986ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14382",
    "kind": "arxiv",
    "version": 1
  }
}