Pith Number

pith:HDGPBU6X

pith:2025:HDGPBU6XMJARSFC5ITIPQ2IJH2

not attested not anchored not stored refs pending

Taming Data Challenges in ML-based Security Tasks Using Generative AI

Aravind Cheruvu, Atul Prakash, Bimal Viswanath, Neal Mangaokar, Shirin Nilizadeh, Shravya Kanchi, Sifat Muhammad Abdullah

arxiv:2507.06092 v4 · 2025-07-08 · 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{HDGPBU6XMJARSFC5ITIPQ2IJH2}

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	2026-05-29T02:05:35.498914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38ccf0d3d7624119145d44d0f869093e9111029c4460a122e3518f0b8acceb56

Aliases

arxiv: 2507.06092 · arxiv_version: 2507.06092v4 · doi: 10.48550/arxiv.2507.06092 · pith_short_12: HDGPBU6XMJAR · pith_short_16: HDGPBU6XMJARSFC5 · pith_short_8: HDGPBU6X

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/HDGPBU6XMJARSFC5ITIPQ2IJH2 \
  | 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: 38ccf0d3d7624119145d44d0f869093e9111029c4460a122e3518f0b8acceb56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93e870e31c2d54aadab132d6e3e3980cd3b17f17787be6cd6455f8067decd510",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-08T15:34:45Z",
    "title_canon_sha256": "39921027df68bd47e5d7a6f20a1cf0f4508d17d58c5affa734efc2ee7ddc112c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06092",
    "kind": "arxiv",
    "version": 4
  }
}