Pith. sign in
Pith Number

pith:22CZB7EX

pith:2024:22CZB7EXDDJQXNNXF2WHNWPHAM
not attested not anchored not stored refs pending

Ignore Me But Don't Replace Me: Utilizing Non-Linguistic Elements for Pretraining on the Cybersecurity Domain

Dayeon Yim, Eugene Jang, Jian Cui, Jin-Woo Chung, Seungwon Shin, Yongjae Lee, Youngjin Jin

arxiv:2403.10576 v2 · 2024-03-15 · cs.CR · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{22CZB7EXDDJQXNNXF2WHNWPHAM}

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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 2026-07-05T08:03:11.096932Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d68590fc9718d30bb5b72eac76d9e7032ca3bc870cc2d8a2390735260924ed7c

Aliases

arxiv: 2403.10576 · arxiv_version: 2403.10576v2 · doi: 10.48550/arxiv.2403.10576 · pith_short_12: 22CZB7EXDDJQ · pith_short_16: 22CZB7EXDDJQXNNX · pith_short_8: 22CZB7EX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/22CZB7EXDDJQXNNXF2WHNWPHAM \
  | 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: d68590fc9718d30bb5b72eac76d9e7032ca3bc870cc2d8a2390735260924ed7c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "10e1f90ef1ba4fcd2177c975365fcdd39efe0a02ec2404f453657094a0bc2502",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-03-15T05:35:02Z",
    "title_canon_sha256": "63389ddd4356c609a8beeb055eb3e5a2878497bb6ca84510428a10b8ede9d2bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10576",
    "kind": "arxiv",
    "version": 2
  }
}