Pith Number

pith:OUCYVFN7

pith:2026:OUCYVFN7FTOU24R2WLEH2ZTQ5B

not attested not anchored not stored refs pending

Beyond Rewards in Reinforcement Learning for Cyber Defence

Chris Hicks, Elizabeth Bates, Vasilios Mavroudis

arxiv:2602.04809 v3 · 2026-02-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OUCYVFN7FTOU24R2WLEH2ZTQ5B}

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	2026-06-05T00:13:45.284300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75058a95bf2cdd4d723ab2c87d6670e874a29236f9ddabf3a5c811e83cddf01f

Aliases

arxiv: 2602.04809 · arxiv_version: 2602.04809v3 · doi: 10.48550/arxiv.2602.04809 · pith_short_12: OUCYVFN7FTOU · pith_short_16: OUCYVFN7FTOU24R2 · pith_short_8: OUCYVFN7

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/OUCYVFN7FTOU24R2WLEH2ZTQ5B \
  | 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: 75058a95bf2cdd4d723ab2c87d6670e874a29236f9ddabf3a5c811e83cddf01f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7113793019356f5e3a283fe312aa9b8a47ad66c178732843d39e9392ce48ff6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-04T17:55:23Z",
    "title_canon_sha256": "25d9346ce67a89f4ea0ccbf58520ad686073193fce3d23757ffc73daf2e12bfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.04809",
    "kind": "arxiv",
    "version": 3
  }
}