Pith Number

pith:YE4JDEPL

pith:2024:YE4JDEPLSYQI6EAXDWXAOLBLWS

not attested not anchored not stored refs pending

Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Keman Huang, Yaolun Zhang, Yikuan Yan

arxiv:2403.17674 v1 · 2024-03-26 · cs.CR · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YE4JDEPLSYQI6EAXDWXAOLBLWS}

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

2 papers in Pith

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T08:00:54.149266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1389191eb96208f10171dae072c2bb4a317fdc33fdbbfbd568b613d1887fdb3

Aliases

arxiv: 2403.17674 · arxiv_version: 2403.17674v1 · doi: 10.48550/arxiv.2403.17674 · pith_short_12: YE4JDEPLSYQI · pith_short_16: YE4JDEPLSYQI6EAX · pith_short_8: YE4JDEPL

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/YE4JDEPLSYQI6EAXDWXAOLBLWS \
  | 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: c1389191eb96208f10171dae072c2bb4a317fdc33fdbbfbd568b613d1887fdb3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc108e14383c93d3b4f14bfa16e9c0b8029b115a83ac8ecc5fd499d0a97fd566",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-03-26T13:02:46Z",
    "title_canon_sha256": "54bea7c973f971ff23d23cd6cd387ba1d42201c447b54029f8bb12ba6debcb75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.17674",
    "kind": "arxiv",
    "version": 1
  }
}