Pith Number

pith:2PLDSIEV

pith:2026:2PLDSIEVBTE52HRZ5EXXXURZ5C

not attested not anchored not stored refs pending

SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity

Chris Hicks, Elizabeth Bates, Fabio Pierazzi, Ilias Tsingenopoulos, Myles Foley, Sanyam Vyas, Shae McFadden, Vasilios Mavroudis

arxiv:2602.08690 v2 · 2026-02-09 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2PLDSIEVBTE52HRZ5EXXXURZ5C}

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

Building Better Environments for Autonomous Cyber Defence

Receipt and verification

First computed	2026-06-23T03:13:54.148607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3d63920950cc9dd1e39e92f7bd239e8a4e22fad4d03f5ad1845e2c14c3360d9

Aliases

arxiv: 2602.08690 · arxiv_version: 2602.08690v2 · doi: 10.48550/arxiv.2602.08690 · pith_short_12: 2PLDSIEVBTE5 · pith_short_16: 2PLDSIEVBTE52HRZ · pith_short_8: 2PLDSIEV

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/2PLDSIEVBTE52HRZ5EXXXURZ5C \
  | 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: d3d63920950cc9dd1e39e92f7bd239e8a4e22fad4d03f5ad1845e2c14c3360d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39b44e959da28045a37652df1da90a340fa601dd70fba42165d4fa92e32936a8",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-09T14:12:41Z",
    "title_canon_sha256": "3346f31aed5202ffd94b5e6cad64b0f467abb0cfae3ff8f183c533919ed48769"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.08690",
    "kind": "arxiv",
    "version": 2
  }
}