Pith Number

pith:GLMKJYAY

pith:2025:GLMKJYAYNA5OVUBEM4CHV72KHF

not attested not anchored not stored refs pending

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms

Ahmad Ridley, Ashish Gehani, Jared Claypoole, Steven Cheung, Vinod Yegneswaran

arxiv:2506.08192 v1 · 2025-06-09 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GLMKJYAYNA5OVUBEM4CHV72KHF}

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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

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Receipt and verification

First computed	2026-07-05T11:18:46.071958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32d8a4e018683aead02467047aff4a3949de4d42b49db9b6fd48bfbab7e7431c

Aliases

arxiv: 2506.08192 · arxiv_version: 2506.08192v1 · doi: 10.48550/arxiv.2506.08192 · pith_short_12: GLMKJYAYNA5O · pith_short_16: GLMKJYAYNA5OVUBE · pith_short_8: GLMKJYAY

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/GLMKJYAYNA5OVUBEM4CHV72KHF \
  | 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: 32d8a4e018683aead02467047aff4a3949de4d42b49db9b6fd48bfbab7e7431c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e4a8ff7f11156d64ac08a4ad968fd81f8889213195f4a0ddb412b11ca14db3a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-09T20:07:26Z",
    "title_canon_sha256": "09305be6e670b028cab0ee0475fad4f5a4ce820ca4d452e20661a09430d13fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08192",
    "kind": "arxiv",
    "version": 1
  }
}