Pith Number

pith:6FCRTB7L

pith:2024:6FCRTB7LYQUUPXXALIDEYASAVO

not attested not anchored not stored refs pending

Optimizing AI-Assisted Code Generation

Sahin Albayrak, Simon Torka

arxiv:2412.10953 v1 · 2024-12-14 · cs.SE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6FCRTB7LYQUUPXXALIDEYASAVO}

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

2 papers in Pith

How Do Developers Interact with AI? An Exploratory Study on Modeling Developer Programming Behavior

AI-Assisted Unit Test Writing and Test-Driven Code Refactoring: A Case Study

Receipt and verification

First computed	2026-07-05T09:49:24.930119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1451987ebc42947dee05a064c0240ab96d64e6d9ae0e0880b786dea1d6166fc

Aliases

arxiv: 2412.10953 · arxiv_version: 2412.10953v1 · doi: 10.48550/arxiv.2412.10953 · pith_short_12: 6FCRTB7LYQUU · pith_short_16: 6FCRTB7LYQUUPXXA · pith_short_8: 6FCRTB7L

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/6FCRTB7LYQUUPXXALIDEYASAVO \
  | 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: f1451987ebc42947dee05a064c0240ab96d64e6d9ae0e0880b786dea1d6166fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9f4e32a7988f4571a2de4f08badf92a72d80197ef1d9f010fb82bbcc314d53e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-14T20:14:44Z",
    "title_canon_sha256": "34d85802a76b849abd8a0b5d5e99c2934f984ea5de51ddc4896e7f9cd7f80f1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10953",
    "kind": "arxiv",
    "version": 1
  }
}