Pith Number

pith:6ZP6Q4JD

pith:2022:6ZP6Q4JDQMIDRNPXDAMCFEJ52D

not attested not anchored not stored refs pending

Discovering Exfiltration Paths Using Reinforcement Learning with Attack Graphs

Abdul Rahman, Akshay Kakkar, Christopher Redino, Deepak Kushwaha, Edward Bowen, Lanxiao Huang, Paul Park, Peter Beling, Ryan Clark, Tyler Cody

arxiv:2201.12416 v2 · 2022-01-28 · cs.CR · cs.LG · 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{6ZP6Q4JDQMIDRNPXDAMCFEJ52D}

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	2026-07-05T04:17:20.386387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f65fe87123831038b5f7181822913dd0c8542d5848a7bd2c7111d9975bb3d7d2

Aliases

arxiv: 2201.12416 · arxiv_version: 2201.12416v2 · doi: 10.48550/arxiv.2201.12416 · pith_short_12: 6ZP6Q4JDQMID · pith_short_16: 6ZP6Q4JDQMIDRNPX · pith_short_8: 6ZP6Q4JD

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/6ZP6Q4JDQMIDRNPXDAMCFEJ52D \
  | 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: f65fe87123831038b5f7181822913dd0c8542d5848a7bd2c7111d9975bb3d7d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77ee203fa8660be0fcd30911fe0674c05db601099040bd31827474b9fea11163",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-01-28T21:01:06Z",
    "title_canon_sha256": "e06d6c0864394215f906c7e5330a99d1a8ec7d92e9ce9b78e141b08fcb5cc37a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12416",
    "kind": "arxiv",
    "version": 2
  }
}