Pith Number

pith:Z537XMK3

pith:2024:Z537XMK3HN3GF6OUQHQN5GXBXW

not attested not anchored not stored refs pending

Leveraging Reinforcement Learning in Red Teaming for Advanced Ransomware Attack Simulations

Abdul Rahman, Cheng Wang, Christopher Redino, Daniel Radke, Dhruv Nandakumar, Edward Bowen, Lanxiao Huang, Roland Rao, Ryan Clark, Sal Aguinaga, Sathvik Murli

arxiv:2406.17576 v1 · 2024-06-25 · cs.CR · cs.AI · 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{Z537XMK3HN3GF6OUQHQN5GXBXW}

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	2026-07-05T08:36:37.248932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf77fbb15b3b7662f9d481e0de9ae1bda450cc00d12d97831981eb0de96837cb

Aliases

arxiv: 2406.17576 · arxiv_version: 2406.17576v1 · doi: 10.48550/arxiv.2406.17576 · pith_short_12: Z537XMK3HN3G · pith_short_16: Z537XMK3HN3GF6OU · pith_short_8: Z537XMK3

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/Z537XMK3HN3GF6OUQHQN5GXBXW \
  | 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: cf77fbb15b3b7662f9d481e0de9ae1bda450cc00d12d97831981eb0de96837cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d47012f7fecf0d3d3f8803c2f33019ecf758b9f29325abaa58fb66310c1dd368",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-25T14:16:40Z",
    "title_canon_sha256": "59aaab295eb505ec7c07e3d82a4806ab2951be339af47540a9633dd956e35c95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17576",
    "kind": "arxiv",
    "version": 1
  }
}