Pith Number

pith:IXZ2HXLY

pith:2026:IXZ2HXLYTWKUDTZCPHUWYCAUJE

not attested not anchored not stored refs pending

Beyond Gradient-Based Attacks: Adversarial Robustness and Explainability Stability in Cybersecurity Classifiers

Mona Rajhans, Vishal Khawarey

arxiv:2607.01679 v1 · 2026-07-02 · cs.CR · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IXZ2HXLYTWKUDTZCPHUWYCAUJE}

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	2026-07-03T01:17:26.574451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f3a3dd789d9541cf2279e96c0814491f7341ee44ead732b7dddb1a1b992ce2

Aliases

arxiv: 2607.01679 · arxiv_version: 2607.01679v1 · doi: 10.48550/arxiv.2607.01679 · pith_short_12: IXZ2HXLYTWKU · pith_short_16: IXZ2HXLYTWKUDTZC · pith_short_8: IXZ2HXLY

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/IXZ2HXLYTWKUDTZCPHUWYCAUJE \
  | 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: 45f3a3dd789d9541cf2279e96c0814491f7341ee44ead732b7dddb1a1b992ce2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81beacad4f76c93e1501831dc8f064cae721a215ec0d565474521d27dad1b5f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-02T04:10:58Z",
    "title_canon_sha256": "4b023506d8353c2f8e22d78f62f7d94f7a7f0e6a486c3e3595a3fdcd6fea4e18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.01679",
    "kind": "arxiv",
    "version": 1
  }
}