Pith Number

pith:54QJVSGJ

pith:2024:54QJVSGJLKVIFU7BXO4WQFZ2Q7

not attested not anchored not stored refs pending

An Exploratory Study of ML Sketches and Visual Code Assistants

Jonathan Aldrich, Lu\'is F. Gomes, Rui Abreu, Vincent J. Hellendoorn

arxiv:2412.13386 v1 · 2024-12-17 · cs.SE · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54QJVSGJLKVIFU7BXO4WQFZ2Q7}

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

HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding

Receipt and verification

First computed	2026-07-05T09:51:00.790438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef209ac8c95aaa82d3e1bbb968173a87f5f000dd252f37dad1a67f668d8606c4

Aliases

arxiv: 2412.13386 · arxiv_version: 2412.13386v1 · doi: 10.48550/arxiv.2412.13386 · pith_short_12: 54QJVSGJLKVI · pith_short_16: 54QJVSGJLKVIFU7B · pith_short_8: 54QJVSGJ

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/54QJVSGJLKVIFU7BXO4WQFZ2Q7 \
  | 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: ef209ac8c95aaa82d3e1bbb968173a87f5f000dd252f37dad1a67f668d8606c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "717c1de958679231b2fd968f0ab53bb9e691a709ecd1f81fc97f08cc712ce61c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-17T23:44:45Z",
    "title_canon_sha256": "76045e776845a75c363390b0d540d881d8181440a1d104049553cd6bdfd06c6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13386",
    "kind": "arxiv",
    "version": 1
  }
}