Pith. sign in
Pith Number

pith:5BZ22R6T

pith:2026:5BZ22R6TOXIFOLEGZ6A7J5D5O6
not attested not anchored not stored refs pending

Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents

Blaine Nelson, Paul Kassianik, Yaron Singer

arxiv:2607.15263 v1 · 2026-07-16 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5BZ22R6TOXIFOLEGZ6A7J5D5O6}

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 2026-07-17T01:22:17.454759Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e873ad47d375d0572c86cf81f4f47d77b33f518802ade3c85be0d37b2861d632

Aliases

arxiv: 2607.15263 · arxiv_version: 2607.15263v1 · doi: 10.48550/arxiv.2607.15263 · pith_short_12: 5BZ22R6TOXIF · pith_short_16: 5BZ22R6TOXIFOLEG · pith_short_8: 5BZ22R6T
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5BZ22R6TOXIFOLEGZ6A7J5D5O6 \
  | 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: e873ad47d375d0572c86cf81f4f47d77b33f518802ade3c85be0d37b2861d632
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d99af3f78f6c3f4a395d0e06153603601f8e1f99eb9ea8346d4990fd3f8ba9a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-16T17:54:47Z",
    "title_canon_sha256": "262f09037b27da4de42ad78b0a582198722f204708f1400995554b7a9b330a68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.15263",
    "kind": "arxiv",
    "version": 1
  }
}