Pith Number

pith:T26LCKQ7

pith:2025:T26LCKQ7XG6F4YEPHXGAA7KYY6

not attested not anchored not stored refs pending

Automated Visualization Code Synthesis via Multi-Path Reasoning and Feedback-Driven Optimization

Daye Kang, Hyunjin An, Jian Park, Minhyeong Yu, Seunghyun Lee, Seungyong Lee, Soohyuk Cho, Taehan Kim, Wonduk Seo, Yi Bu

arxiv:2502.11140 v4 · 2025-02-16 · cs.SE · cs.AI · cs.CL · 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{T26LCKQ7XG6F4YEPHXGAA7KYY6}

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

3 papers in Pith

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence

Demonstrating chart-plot: Closing the Last Mile of Academic Chart Generation

Beyond Pixels: Introspective and Interactive Grounding for Visualization Agents

Receipt and verification

First computed	2026-08-05T00:40:39.746579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ebcb12a1fb9bc5e608f3dcc007d58c7bca970ddf70ccb422f3b167f0f352c3f

Aliases

arxiv: 2502.11140 · arxiv_version: 2502.11140v4 · doi: 10.48550/arxiv.2502.11140 · pith_short_12: T26LCKQ7XG6F · pith_short_16: T26LCKQ7XG6F4YEP · pith_short_8: T26LCKQ7

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/T26LCKQ7XG6F4YEPHXGAA7KYY6 \
  | 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: 9ebcb12a1fb9bc5e608f3dcc007d58c7bca970ddf70ccb422f3b167f0f352c3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6191ab473f004c3f23ff5211d298c9c96eb1e14dda1d60df89ebfca2596e2b1b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-16T14:09:42Z",
    "title_canon_sha256": "c7e6379102627953d379cdb78da7417cb7afb5e5b299124bb066c9f78989575c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11140",
    "kind": "arxiv",
    "version": 4
  }
}