Pith Number

pith:BGU4PEEV

pith:2025:BGU4PEEVBJJVGY356JMES2FECH

not attested not anchored not stored refs pending

Guarding Against Malicious Biased Threats (GAMBiT) Experiments: Revealing Cognitive Bias in Human-Subjects Red-Team Cyber Range Operations

Brandon Beltz, Brett Israelsen, Jim Doty, Nathan Lau, Nikolos Gurney, Peggy Wu, Quanyan Zhu, Rachelle Thomas, Stacy Marsella, Stoney Trent, Ya-Ting Yang, Yvonne Fonken

arxiv:2508.20963 v1 · 2025-08-28 · cs.CR · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BGU4PEEVBJJVGY356JMES2FECH}

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	2026-07-05T12:01:14.203703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09a9c790950a5353637df2584968a411e8b91f1df1f7af7fc75d962fb8576920

Aliases

arxiv: 2508.20963 · arxiv_version: 2508.20963v1 · doi: 10.48550/arxiv.2508.20963 · pith_short_12: BGU4PEEVBJJV · pith_short_16: BGU4PEEVBJJVGY35 · pith_short_8: BGU4PEEV

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/BGU4PEEVBJJVGY356JMES2FECH \
  | 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: 09a9c790950a5353637df2584968a411e8b91f1df1f7af7fc75d962fb8576920

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65ab41325e79bcf7ca74a4f6fbcefe7961eb5a13470baf1a3f5bb1893cda7a30",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-28T16:20:09Z",
    "title_canon_sha256": "537bfd2fd011a9142800b6b19261fcbf27bb85f0c3cf8d1e0d30f61e27908adf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20963",
    "kind": "arxiv",
    "version": 1
  }
}