Pith Number

pith:4W3ARDRI

pith:2023:4W3ARDRIREDIPVHTUZWAEZVHWA

not attested not anchored not stored refs pending

Make LLM a Testing Expert: Bringing Human-like Interaction to Mobile GUI Testing via Functionality-aware Decisions

Boyu Wu, Chunyang Chen, Dandan Wang, Junjie Wang, Mengzhuo Chen, Qing Wang, Xing Che, Zhe Liu

arxiv:2310.15780 v1 · 2023-10-24 · 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{4W3ARDRIREDIPVHTUZWAEZVHWA}

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

LLMShot: Reducing snapshot testing maintenance via LLMs

Receipt and verification

First computed	2026-07-05T07:04:30.936904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5b6088e28890687d4f3a66c0266a7b03b406ada0556e0540afe619587a8a7df

Aliases

arxiv: 2310.15780 · arxiv_version: 2310.15780v1 · doi: 10.48550/arxiv.2310.15780 · pith_short_12: 4W3ARDRIREDI · pith_short_16: 4W3ARDRIREDIPVHT · pith_short_8: 4W3ARDRI

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/4W3ARDRIREDIPVHTUZWAEZVHWA \
  | 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: e5b6088e28890687d4f3a66c0266a7b03b406ada0556e0540afe619587a8a7df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85bcd39ae5b1144d0d34b4090d4089e525e62a230b7208ef69e91a0596fade4f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-24T12:30:26Z",
    "title_canon_sha256": "63d7f514d4ed5bbbb8de91c6c80d6bbd992a0e93b19be7c70640c4e62d0ec486"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15780",
    "kind": "arxiv",
    "version": 1
  }
}