Pith Number

pith:KED6IPAC

pith:2023:KED6IPACLJ3MKF3UI6NN3F2362

not attested not anchored not stored refs pending

Deep Learning Based Code Generation Methods: Literature Review

Cuiyun Gao, Ge Li, Michael Lyu, Sirong Chen, Zezhou Yang, Zhenhao Li

arxiv:2303.01056 v2 · 2023-03-02 · 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{KED6IPACLJ3MKF3UI6NN3F2362}

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	2026-07-05T08:09:23.246394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5107e43c025a76c51774479add975bf6bd9ec17a209ca1c36642741f24629165

Aliases

arxiv: 2303.01056 · arxiv_version: 2303.01056v2 · doi: 10.48550/arxiv.2303.01056 · pith_short_12: KED6IPACLJ3M · pith_short_16: KED6IPACLJ3MKF3U · pith_short_8: KED6IPAC

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/KED6IPACLJ3MKF3UI6NN3F2362 \
  | 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: 5107e43c025a76c51774479add975bf6bd9ec17a209ca1c36642741f24629165

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92b2116a51f15ed5b6c7ddebb67af01ce2db06a82a4e3c8583296eec2110b3ea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-03-02T08:25:42Z",
    "title_canon_sha256": "96b7f57f347be3ea470278fb59c734ed12942f9d5d8ef024cff44c051e553860"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01056",
    "kind": "arxiv",
    "version": 2
  }
}