Pith Number

pith:WYOTKIOP

pith:2026:WYOTKIOPPW4YXZHORGZRIVC75D

not attested not anchored not stored refs pending

Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents

Ankita Samaddar, Daniel Balasubramanian, Sandeep Neema, Xenofon Koutsoukos

arxiv:2606.18223 v1 · 2026-06-16 · cs.CR · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WYOTKIOPPW4YXZHORGZRIVC75D}

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	2026-06-19T16:10:51.481770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b61d3521cf7db98be4ee89b314545fe8d7ebfa99649d22414f4a7b6e7e4ed668

Aliases

arxiv: 2606.18223 · arxiv_version: 2606.18223v1 · doi: 10.48550/arxiv.2606.18223 · pith_short_12: WYOTKIOPPW4Y · pith_short_16: WYOTKIOPPW4YXZHO · pith_short_8: WYOTKIOP

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/WYOTKIOPPW4YXZHORGZRIVC75D \
  | 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: b61d3521cf7db98be4ee89b314545fe8d7ebfa99649d22414f4a7b6e7e4ed668

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "575da32d9ae09c1dd00e5ce11c137d8d6824bbc883e9e69b4a4717ab1eacf51b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-16T17:50:41Z",
    "title_canon_sha256": "521ecfee32c5f0c561d9e2e5b523f1edb79d1d2df9f8af95f1cfcd536aee17b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18223",
    "kind": "arxiv",
    "version": 1
  }
}