pith. sign in
Pith Number

pith:YPE2S33G

pith:2026:YPE2S33GBUW3RUT6BKKXDD3BBY
not attested not anchored not stored refs pending

Tensor-Based Batch Fuzzing with Adaptive Perturbation Scaling for Deep Neural Networks

Guanqin Zhang, Yulei Sui

arxiv:2606.25239 v1 · 2026-06-23 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YPE2S33GBUW3RUT6BKKXDD3BBY}

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 2026-06-25T00:18:21.877666Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c3c9a96f660d2db8d27e0a95718f610e2e979f4c525d623991bf5f28ab8b24f2

Aliases

arxiv: 2606.25239 · arxiv_version: 2606.25239v1 · doi: 10.48550/arxiv.2606.25239 · pith_short_12: YPE2S33GBUW3 · pith_short_16: YPE2S33GBUW3RUT6 · pith_short_8: YPE2S33G
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YPE2S33GBUW3RUT6BKKXDD3BBY \
  | 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: c3c9a96f660d2db8d27e0a95718f610e2e979f4c525d623991bf5f28ab8b24f2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a7fa5f48d114da3d101a96e35cbf8987113e6a8d8944ba9bdafcfec70e4f7f3c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-23T23:56:21Z",
    "title_canon_sha256": "912439cb19a10aafbe1416cff8bfabf68e3a49b30a179fe54037e1c8f2e9b080"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25239",
    "kind": "arxiv",
    "version": 1
  }
}