Pith Number

pith:CVLIWHBE

pith:2022:CVLIWHBERSJPLGKY76NXYZBPE5

not attested not anchored not stored refs pending

Effective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning

Chunrong Fang, Shengcheng Yu, Xin Li, Yuchen Ling, Zhendong Su, Zhenyu Chen

arxiv:2208.09116 v2 · 2022-08-19 · 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{CVLIWHBERSJPLGKY76NXYZBPE5}

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

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements

Receipt and verification

First computed	2026-07-05T08:30:46.839965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15568b1c248c92f59958ff9b7c642f2744e81245e802be5e154575d6f542176b

Aliases

arxiv: 2208.09116 · arxiv_version: 2208.09116v2 · doi: 10.48550/arxiv.2208.09116 · pith_short_12: CVLIWHBERSJP · pith_short_16: CVLIWHBERSJPLGKY · pith_short_8: CVLIWHBE

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/CVLIWHBERSJPLGKY76NXYZBPE5 \
  | 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: 15568b1c248c92f59958ff9b7c642f2744e81245e802be5e154575d6f542176b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1f51508e5b5aab0066f46ad56ac4f7d401c13bfbc77f8f1271d1f5514f87c2d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-08-19T01:51:16Z",
    "title_canon_sha256": "940682408f576663f2618bd9c69a9f7032f5501d1c8869af6ff4601ff758591d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.09116",
    "kind": "arxiv",
    "version": 2
  }
}