Pith Number

pith:LNJZU6PP

pith:2025:LNJZU6PPLW5ZM67S22ACXXSPFB

not attested not anchored not stored refs pending

Less is more? Rewards in RL for Cyber Defence

Chris Hicks, Elizabeth Bates, Vasilios Mavroudis

arxiv:2503.03245 v2 · 2025-03-05 · cs.LG · cs.AI · 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{LNJZU6PPLW5ZM67S22ACXXSPFB}

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	2026-07-05T10:27:27.457476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b539a79ef5dbb967bf2d6802bde4f285f02fa3876736cfb5c3dfed2dbbfa29d

Aliases

arxiv: 2503.03245 · arxiv_version: 2503.03245v2 · doi: 10.48550/arxiv.2503.03245 · pith_short_12: LNJZU6PPLW5Z · pith_short_16: LNJZU6PPLW5ZM67S · pith_short_8: LNJZU6PP

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/LNJZU6PPLW5ZM67S22ACXXSPFB \
  | 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: 5b539a79ef5dbb967bf2d6802bde4f285f02fa3876736cfb5c3dfed2dbbfa29d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a72f19adc1a2595f7393e9d17516f084328e5ee62ccf4f2c4ae2b8c2b82a6c22",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-05T07:53:39Z",
    "title_canon_sha256": "60684b04d6839ab80ea734827128fe30b3d7cf987f2d48759efc0859b2619f2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03245",
    "kind": "arxiv",
    "version": 2
  }
}