Pith Number

pith:HR4D5XNS

pith:2021:HR4D5XNSMDM42P3X55OJKWF554

not attested not anchored not stored refs pending

Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection

Hooman Alavizadeh, Hootan Alavizadeh, Julian Jang-Jaccard

arxiv:2111.13978 v1 · 2021-11-27 · cs.CR · cs.AI

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\usepackage{pith}
\pithnumber{HR4D5XNSMDM42P3X55OJKWF554}

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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

Multi-Agent Reinforcement Learning in Cybersecurity: From Fundamentals to Applications

Receipt and verification

First computed	2026-07-05T03:35:37.848051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c783eddb260d9cd3f77ef5c9558bdef3614686fa342329e8defab50e7850404

Aliases

arxiv: 2111.13978 · arxiv_version: 2111.13978v1 · doi: 10.48550/arxiv.2111.13978 · pith_short_12: HR4D5XNSMDM4 · pith_short_16: HR4D5XNSMDM42P3X · pith_short_8: HR4D5XNS

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/HR4D5XNSMDM42P3X55OJKWF554 \
  | 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: 3c783eddb260d9cd3f77ef5c9558bdef3614686fa342329e8defab50e7850404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "327c9e036a25a18ef17302511cba38cc01b597d6565fabc880e928a9880acbc8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-11-27T20:18:00Z",
    "title_canon_sha256": "4dacfbb76d6c1229887c1bc1bc27dd9a2a429360abe47169c31fc49e938735d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.13978",
    "kind": "arxiv",
    "version": 1
  }
}