Pith Number

pith:BUHJLXKG

pith:2025:BUHJLXKGOHIDZJ755NTYYF5BNN

not attested not anchored not stored refs pending

General Autonomous Cybersecurity Defense: Learning Robust Policies for Dynamic Topologies and Diverse Attackers

Arun Ramamurthy, Neil Dhir

arxiv:2506.22706 v1 · 2025-06-28 · cs.CR · cs.AI · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUHJLXKGOHIDZJ755NTYYF5BNN}

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

1 paper in Pith

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T11:28:43.923493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d0e95dd4671d03ca7fdeb678c17a16b44bbb634d42676f26b609dbcf825d9d0

Aliases

arxiv: 2506.22706 · arxiv_version: 2506.22706v1 · doi: 10.48550/arxiv.2506.22706 · pith_short_12: BUHJLXKGOHID · pith_short_16: BUHJLXKGOHIDZJ75 · pith_short_8: BUHJLXKG

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/BUHJLXKGOHIDZJ755NTYYF5BNN \
  | 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: 0d0e95dd4671d03ca7fdeb678c17a16b44bbb634d42676f26b609dbcf825d9d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bde771002e3d2c9e31f2d2544cb2b07f625d44b57e634aacc6caf62453194ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-28T01:12:13Z",
    "title_canon_sha256": "899316f94617c1e993bc80f671af55379cf5d8fe2bd9c452893b3c9bdf3fd3e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22706",
    "kind": "arxiv",
    "version": 1
  }
}