Pith Number

pith:QAYKVTST

pith:2022:QAYKVTSTYRAJYNPHMO73SAKFL4

not attested not anchored not stored refs pending

Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies

Adrian Webster, Andy Applebaum, Camron Dennler, Frank Rau, Harold Nguyen, Marina Moskowitz, Melody Wolk, Nicole Nichols, Nicole Park, Patrick Dwyer, Paul Rachwalski

arxiv:2211.15557 v2 · 2022-11-28 · cs.LG · 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{QAYKVTSTYRAJYNPHMO73SAKFL4}

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

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

Receipt and verification

First computed	2026-07-05T05:21:05.464631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8030aace53c4409c35e763bfb901455f0a26364dac8d3b5ef3818524db99e718

Aliases

arxiv: 2211.15557 · arxiv_version: 2211.15557v2 · doi: 10.48550/arxiv.2211.15557 · pith_short_12: QAYKVTSTYRAJ · pith_short_16: QAYKVTSTYRAJYNPH · pith_short_8: QAYKVTST

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/QAYKVTSTYRAJYNPHMO73SAKFL4 \
  | 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: 8030aace53c4409c35e763bfb901455f0a26364dac8d3b5ef3818524db99e718

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "458fa00ab8dee4f0bd315b1969fe3393874dd2a647bc7d205dcb7047fba1caef",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-28T17:01:24Z",
    "title_canon_sha256": "0e91036f724834dffe7e0aac865e297a9151aa5ce4a011b275c9eee6c78e44ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15557",
    "kind": "arxiv",
    "version": 2
  }
}