Pith Number

pith:NJPLTY5F

pith:2024:NJPLTY5FRJOMEE7PRSUWNFYLUA

not attested not anchored not stored refs pending

LangProp: A code optimization framework using Large Language Models applied to driving

Anthony Hu, George Fedoseev, Gianluca Corrado, Hudson Yeo, Jamie Shotton, Jo\~ao F. Henriques, Lloyd Russell, Shu Ishida

arxiv:2401.10314 v2 · 2024-01-18 · cs.SE · cs.AI · cs.LG · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJPLTY5FRJOMEE7PRSUWNFYLUA}

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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

2 papers in Pith

PerfCoder: Large Language Models for Interpretable Code Performance Optimization

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T08:14:52.697993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a5eb9e3a58a5cc213ef8ca966970ba033c7e79f24b6056c84216793d8e1809c

Aliases

arxiv: 2401.10314 · arxiv_version: 2401.10314v2 · doi: 10.48550/arxiv.2401.10314 · pith_short_12: NJPLTY5FRJOM · pith_short_16: NJPLTY5FRJOMEE7P · pith_short_8: NJPLTY5F

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/NJPLTY5FRJOMEE7PRSUWNFYLUA \
  | 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: 6a5eb9e3a58a5cc213ef8ca966970ba033c7e79f24b6056c84216793d8e1809c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a43c3b68b1ebf2863adc941e2f4377ed86868d7b9ef40020ea155309eb196ddd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-18T18:52:06Z",
    "title_canon_sha256": "4a7541acdc3b3a55f4ad831df2b6c10da34cd839345c3210d11bc13776319479"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10314",
    "kind": "arxiv",
    "version": 2
  }
}