Pith Number

pith:LAYSNEYI

pith:2025:LAYSNEYIADZNQRSDB4NMNTYMSU

not attested not anchored not stored refs pending

Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs

Beijun Shen, Chen Xie, Mingsheng Jiao, Xiaodong Gu

arxiv:2504.15080 v1 · 2025-04-21 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LAYSNEYIADZNQRSDB4NMNTYMSU}

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	2026-07-05T10:51:55.908337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

583126930800f2d846430f1ac6cf0c952d577d4c01cc9189e905a4cf1a34880b

Aliases

arxiv: 2504.15080 · arxiv_version: 2504.15080v1 · doi: 10.48550/arxiv.2504.15080 · pith_short_12: LAYSNEYIADZN · pith_short_16: LAYSNEYIADZNQRSD · pith_short_8: LAYSNEYI

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/LAYSNEYIADZNQRSDB4NMNTYMSU \
  | 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: 583126930800f2d846430f1ac6cf0c952d577d4c01cc9189e905a4cf1a34880b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f53761d9325e040d284f88405772eb1838795e09df1566fa3546031aa97742cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-21T13:09:25Z",
    "title_canon_sha256": "3d5fce4653cd7c5e6f4e24ef8bf4fd6f63543b827428ed7a19ae5dcce6354eaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15080",
    "kind": "arxiv",
    "version": 1
  }
}