Pith Number

pith:GLDZBWVK

pith:2025:GLDZBWVKFBTAMEQ2WLQV2BW54Z

not attested not anchored not stored refs pending

Cyber-Zero: Training Cybersecurity Agents without Runtime

Dingmin Wang, Hantian Ding, Terry Yue Zhuo, Varun Kumar, Zijian Wang

arxiv:2508.00910 v2 · 2025-07-29 · cs.CR · cs.CL · 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{GLDZBWVKFBTAMEQ2WLQV2BW54Z}

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.

Cited by

4 papers in Pith

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly

Cybersecurity AI (CAI) Dataset

XekRung Technical Report

Challenges and Future Directions in Agentic Reverse Engineering Systems

Receipt and verification

First computed	2026-07-05T11:59:18.660160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32c790daaa286606121ab2e15d06dde679f604e01df0eb1193d57c7ed1beeae1

Aliases

arxiv: 2508.00910 · arxiv_version: 2508.00910v2 · doi: 10.48550/arxiv.2508.00910 · pith_short_12: GLDZBWVKFBTA · pith_short_16: GLDZBWVKFBTAMEQ2 · pith_short_8: GLDZBWVK

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/GLDZBWVKFBTAMEQ2WLQV2BW54Z \
  | 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: 32c790daaa286606121ab2e15d06dde679f604e01df0eb1193d57c7ed1beeae1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "458fd547aac2b5a9a781255c2409b89028ed084c81c189808ab7067c2c0e3e4f",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-29T18:10:37Z",
    "title_canon_sha256": "e995ab8ff5875368ac69ccaf94a31036ab1f29f24bb1b99e31dfed8384fde60b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.00910",
    "kind": "arxiv",
    "version": 2
  }
}