Pith Number

pith:A3PUXTNP

pith:2023:A3PUXTNPHVVGZJ3XJK5SJG3UW6

not attested not anchored not stored refs pending

The Good, the Bad, and the Missing: Neural Code Generation for Machine Learning Tasks

Jiho Shin, Junjie Wang, Lin Shi, Moshi Wei, Song Wang

arxiv:2305.09082 v1 · 2023-05-16 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A3PUXTNPHVVGZJ3XJK5SJG3UW6}

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.

Receipt and verification

First computed	2026-07-05T07:33:50.874487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06df4bcdaf3d6a6ca7774abb249b74b7b597290b06de3f94c6a090ce2fbce720

Aliases

arxiv: 2305.09082 · arxiv_version: 2305.09082v1 · doi: 10.48550/arxiv.2305.09082 · pith_short_12: A3PUXTNPHVVG · pith_short_16: A3PUXTNPHVVGZJ3X · pith_short_8: A3PUXTNP

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/A3PUXTNPHVVGZJ3XJK5SJG3UW6 \
  | 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: 06df4bcdaf3d6a6ca7774abb249b74b7b597290b06de3f94c6a090ce2fbce720

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "807e066c8802b8d02b4adbe88aaf6323b831567f6fb681425eddbf0561cf0adb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-05-16T00:52:02Z",
    "title_canon_sha256": "b1e47be54d222cefc8790f3fb0bf9b4ea1724fb2094e88cd6c92fdf3d897a9ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09082",
    "kind": "arxiv",
    "version": 1
  }
}