Pith Number

pith:3FO5R3GA

pith:2024:3FO5R3GA3AOBEV6YBLDPEZZAER

not attested not anchored not stored refs pending

Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs

Imam Nur Bani Yusuf, Lingxiao Jiang

arxiv:2412.13467 v1 · 2024-12-18 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3FO5R3GA3AOBEV6YBLDPEZZAER}

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	2026-07-05T09:51:02.232031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d95dd8ecc0d81c1257d80ac6f2672024555ea7260da28b6eef3ac335ed482d69

Aliases

arxiv: 2412.13467 · arxiv_version: 2412.13467v1 · doi: 10.48550/arxiv.2412.13467 · pith_short_12: 3FO5R3GA3AOB · pith_short_16: 3FO5R3GA3AOBEV6Y · pith_short_8: 3FO5R3GA

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/3FO5R3GA3AOBEV6YBLDPEZZAER \
  | 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: d95dd8ecc0d81c1257d80ac6f2672024555ea7260da28b6eef3ac335ed482d69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a4ac18ba996fee2c7f610638a2964b2c1b006584e175d28cde1bd8bb316db07",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-18T03:25:17Z",
    "title_canon_sha256": "85cc034bd9ddcf37acf2f22c8b3d6745e4e225da340ce2038f1f85405f9a0d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13467",
    "kind": "arxiv",
    "version": 1
  }
}