Pith Number

pith:5CPMXFNF

pith:2026:5CPMXFNFVWD7LYUKMA7OROG46Z

not attested not anchored not stored refs pending

Trident : How to Break Deep Reinforcement Learning Cyber Defenses (Agentic)

Armita Kazeminajafabadi, Hyunwoo Oh, Ian Bryant, Mahdi Imani, Mohsen Imani, Nathaniel D. Bastian, Ryozo Masukawa, Sanggeon Yun, Sungheon Jeong

arxiv:2608.04317 v1 · 2026-08-05 · cs.CR · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5CPMXFNFVWD7LYUKMA7OROG46Z}

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	2026-08-06T01:32:27.970922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e89ecb95a5ad87f5e28a603ee8b8dcf65c441215a80add71ed694393a5c39ed6

Aliases

arxiv: 2608.04317 · arxiv_version: 2608.04317v1 · doi: 10.48550/arxiv.2608.04317 · pith_short_12: 5CPMXFNFVWD7 · pith_short_16: 5CPMXFNFVWD7LYUK · pith_short_8: 5CPMXFNF

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/5CPMXFNFVWD7LYUKMA7OROG46Z \
  | 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: e89ecb95a5ad87f5e28a603ee8b8dcf65c441215a80add71ed694393a5c39ed6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "802ec67d165bd59984deeabca457b48c120ee16172e8f2f62b302271a1990e3a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-08-05T00:54:57Z",
    "title_canon_sha256": "973a9fca72f7e904a48928915d21aabacf9f1c41b0329acde0a8fb671163c293"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04317",
    "kind": "arxiv",
    "version": 1
  }
}