Pith. sign in
Pith Number

pith:OA6I5SVI

pith:2024:OA6I5SVIY22XVB5UAACMFJLKIU
not attested not anchored not stored refs pending

PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Chakkrit Tantithamthavorn, Rujikorn Charakorn, Wannita Takerngsaksiri, Yuan-Fang Li

arxiv:2401.07576 v2 · 2024-01-15 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OA6I5SVIY22XVB5UAACMFJLKIU}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:21:17.131655Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

703c8ecaa8c6b57a87b40004c2a56a4530b94112f0696795b7ea439dc7143797

Aliases

arxiv: 2401.07576 · arxiv_version: 2401.07576v2 · doi: 10.48550/arxiv.2401.07576 · pith_short_12: OA6I5SVIY22X · pith_short_16: OA6I5SVIY22XVB5U · pith_short_8: OA6I5SVI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OA6I5SVIY22XVB5UAACMFJLKIU \
  | 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: 703c8ecaa8c6b57a87b40004c2a56a4530b94112f0696795b7ea439dc7143797
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "46c6a9ff02634ba27ee4cdeb64cfc8340df6e66af0255385adb3fc99872011db",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-15T10:21:58Z",
    "title_canon_sha256": "5baa3408bbddd3848e0f149f126cfef1f2c801c9c5d3b1bb4af9eafb5e14e456"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07576",
    "kind": "arxiv",
    "version": 2
  }
}