Pith Number

pith:QF5KCSGP

pith:2022:QF5KCSGPNW5TJJEO2XAMLMVO5F

not attested not anchored not stored refs pending

Exposing Surveillance Detection Routes via Reinforcement Learning, Attack Graphs, and Cyber Terrain

Abdul Rahman, Akshay Kakkar, Cheng Wang, Christopher Redino, Daniel Radke, Deepak Kushwaha, Edward Bowen, Lanxiao Huang, Peter Beling, Ryan Clark, Tyler Cody

arxiv:2211.03027 v1 · 2022-11-06 · cs.LG · cs.CR · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QF5KCSGPNW5TJJEO2XAMLMVO5F}

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	2026-07-05T05:13:43.735260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

817aa148cf6dbb34a48ed5c0c5b2aee95db4bdfa8404a43ef6a18e32a6418a27

Aliases

arxiv: 2211.03027 · arxiv_version: 2211.03027v1 · doi: 10.48550/arxiv.2211.03027 · pith_short_12: QF5KCSGPNW5T · pith_short_16: QF5KCSGPNW5TJJEO · pith_short_8: QF5KCSGP

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/QF5KCSGPNW5TJJEO2XAMLMVO5F \
  | 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: 817aa148cf6dbb34a48ed5c0c5b2aee95db4bdfa8404a43ef6a18e32a6418a27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed6d6228ae1918433df2c739abb153aeb540ad0449737b83d4b77c76cc9f7c99",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-06T05:05:50Z",
    "title_canon_sha256": "e56540407c7a6f3bc78ffcebf79ebb98c2d29c1379e2174383f25064bece2914"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03027",
    "kind": "arxiv",
    "version": 1
  }
}