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Pith Number

pith:G2VUMPRR

pith:2025:G2VUMPRRGT5RMGPDA54XZHW7DQ
not attested not anchored not stored refs pending

Test Amplification for REST APIs via Single and Multi-Agent LLM Systems

Mutlu Beyazit, Robbe Nooyens, Serge Demeyer, Tolgahan Bardakci

arxiv:2504.08113 v2 · 2025-04-10 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G2VUMPRRGT5RMGPDA54XZHW7DQ}

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

Receipt and verification
First computed 2026-07-05T11:48:02.419867Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

36ab463e3134fb1619e307797c9edf1c01920a5c585fc20efaa35774125953d1

Aliases

arxiv: 2504.08113 · arxiv_version: 2504.08113v2 · doi: 10.48550/arxiv.2504.08113 · pith_short_12: G2VUMPRRGT5R · pith_short_16: G2VUMPRRGT5RMGPD · pith_short_8: G2VUMPRR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G2VUMPRRGT5RMGPDA54XZHW7DQ \
  | 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: 36ab463e3134fb1619e307797c9edf1c01920a5c585fc20efaa35774125953d1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fbfaf292bfdc630aaab1952775f4f65c362620c31e2d3f5ba57bddd11108acc7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-10T20:19:50Z",
    "title_canon_sha256": "b2be8772662c72d4172d750ef325abf5b5369a51af56594d820a844a865b12a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.08113",
    "kind": "arxiv",
    "version": 2
  }
}