Pith. sign in
Pith Number

pith:WH4QNFXX

pith:2024:WH4QNFXXPQQX4VIOEYNBYYNKQH
not attested not anchored not stored refs pending

APIRL: Deep Reinforcement Learning for REST API Fuzzing

Myles Foley, Sergio Maffeis

arxiv:2412.15991 v1 · 2024-12-20 · cs.SE · cs.AI · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WH4QNFXXPQQX4VIOEYNBYYNKQH}

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.
Receipt and verification
First computed 2026-07-05T09:52:33.225268Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b1f90696f77c217e550e261a1c61aa81ddb90f5fc9936609da47b83b16470ba1

Aliases

arxiv: 2412.15991 · arxiv_version: 2412.15991v1 · doi: 10.48550/arxiv.2412.15991 · pith_short_12: WH4QNFXXPQQX · pith_short_16: WH4QNFXXPQQX4VIO · pith_short_8: WH4QNFXX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WH4QNFXXPQQX4VIOEYNBYYNKQH \
  | 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: b1f90696f77c217e550e261a1c61aa81ddb90f5fc9936609da47b83b16470ba1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4b05f2b9251b7bc04f220a02158645cc343599d98c25b1b648b1c8ea5819dbd4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-20T15:40:51Z",
    "title_canon_sha256": "0c0010b0fa84417ae94a149e4a271abdf35eb3d92dab1b5c954f9013a5e8941d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15991",
    "kind": "arxiv",
    "version": 1
  }
}