Pith Number

pith:GRFLJ23F

pith:2025:GRFLJ23FFSPPGGQFILR3FS3ZQD

not attested not anchored not stored refs pending

PoolFlip: A Multi-Agent Reinforcement Learning Security Environment for Cyber Defense

Alina Oprea, Peter Chin, Sie Hendrata Dharmawan, Simona Boboila, Xavier Cadet

arxiv:2508.19488 v1 · 2025-08-27 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRFLJ23FFSPPGGQFILR3FS3ZQD}

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.

Receipt and verification

First computed	2026-07-05T12:00:12.488675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

344ab4eb652c9ef31a0542e3b2cb7980d32808216bbbd27192a323e6bdc5894e

Aliases

arxiv: 2508.19488 · arxiv_version: 2508.19488v1 · doi: 10.48550/arxiv.2508.19488 · pith_short_12: GRFLJ23FFSPP · pith_short_16: GRFLJ23FFSPPGGQF · pith_short_8: GRFLJ23F

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/GRFLJ23FFSPPGGQFILR3FS3ZQD \
  | 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: 344ab4eb652c9ef31a0542e3b2cb7980d32808216bbbd27192a323e6bdc5894e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6bcd040bfb2d066ffcde4df78f7ff7f1febd9f3de8a7fc1f14e88a3fdb304ec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-27T00:18:49Z",
    "title_canon_sha256": "6f80f78a3d1c91c6647621f548d950f06f1730e118bcd9fc80f8cf70085f60ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19488",
    "kind": "arxiv",
    "version": 1
  }
}