Pith Number

pith:NOXHADKS

pith:2023:NOXHADKS2JIMLEP7BXT6IW6V67

not attested not anchored not stored refs pending

Reward Shaping for Happier Autonomous Cyber Security Agents

Chris Hicks, Elizabeth Bates, Vasilios Mavroudis

arxiv:2310.13565 v1 · 2023-10-20 · 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{NOXHADKS2JIMLEP7BXT6IW6V67}

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	2026-07-05T07:03:12.458212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bae700d52d250c591ff0de7e45bd5f7c5c8052507db2d1f566b2cbc74c21f0d

Aliases

arxiv: 2310.13565 · arxiv_version: 2310.13565v1 · doi: 10.48550/arxiv.2310.13565 · pith_short_12: NOXHADKS2JIM · pith_short_16: NOXHADKS2JIMLEP7 · pith_short_8: NOXHADKS

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/NOXHADKS2JIMLEP7BXT6IW6V67 \
  | 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: 6bae700d52d250c591ff0de7e45bd5f7c5c8052507db2d1f566b2cbc74c21f0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fd6b4d4d9eb784bb03c530eb64b23751aeca1c09785c5c8ac7e0ea0e76de45a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-20T15:04:42Z",
    "title_canon_sha256": "8b20b3db326b605f02734c98a3c704abf259860734f782f5ea014c7477c3f8e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13565",
    "kind": "arxiv",
    "version": 1
  }
}