Pith Number

pith:6YGO7YE4

pith:2024:6YGO7YE4BJ37SP6EN7CT3HP37R

not attested not anchored not stored refs pending

EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuning

Dong Huang, Guangtao Zeng, Han Weng, Heming Cui, Jianbo Dai, Jie M. Zhang, Meng Luo, Yuhao Qing, Zhijiang Guo

arxiv:2410.10209 v4 · 2024-10-14 · cs.CL · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6YGO7YE4BJ37SP6EN7CT3HP37R}

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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

1 paper in Pith

PerfCoder: Large Language Models for Interpretable Code Performance Optimization

Receipt and verification

First computed	2026-07-05T11:21:36.974916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f60cefe09c0a77f93fc46fc53d9dfbfc519e220e18e13dd0a237c4d5ffeb6807

Aliases

arxiv: 2410.10209 · arxiv_version: 2410.10209v4 · doi: 10.48550/arxiv.2410.10209 · pith_short_12: 6YGO7YE4BJ37 · pith_short_16: 6YGO7YE4BJ37SP6E · pith_short_8: 6YGO7YE4

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/6YGO7YE4BJ37SP6EN7CT3HP37R \
  | 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: f60cefe09c0a77f93fc46fc53d9dfbfc519e220e18e13dd0a237c4d5ffeb6807

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd7d860ff0dc69ab440615bbaa73a4c8c4458e54f790e12352f3a1f137a87bd7",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-14T07:05:51Z",
    "title_canon_sha256": "1b618a0f8a02710fb1bd5699cede51ef1c8778f3e1b4662369d5764f0711b782"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10209",
    "kind": "arxiv",
    "version": 4
  }
}