Pith Number

pith:WNIXGSSU

pith:2023:WNIXGSSUSKGVARQEYI64T3WPW2

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Cyber System Defense under Dynamic Adversarial Uncertainties

Arnab Bhattacharya, Ashutosh Dutta, Mahantesh Halappanavar, Samrat Chatterjee

arxiv:2302.01595 v1 · 2023-02-03 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WNIXGSSUSKGVARQEYI64T3WPW2}

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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

Simulation of Multi-Stage Attack and Defense Mechanisms in Smart Grids

Receipt and verification

First computed	2026-07-05T05:38:34.209738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b351734a54928d504604c23dc9eecfb6b2b518ce544f8f35828ce4f8d427052f

Aliases

arxiv: 2302.01595 · arxiv_version: 2302.01595v1 · doi: 10.48550/arxiv.2302.01595 · pith_short_12: WNIXGSSUSKGV · pith_short_16: WNIXGSSUSKGVARQE · pith_short_8: WNIXGSSU

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/WNIXGSSUSKGVARQEYI64T3WPW2 \
  | 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: b351734a54928d504604c23dc9eecfb6b2b518ce544f8f35828ce4f8d427052f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6680e8d5716df4ec5615a9e4836470a7c8e3434280901829d6362c4e721f5a12",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-03T08:33:33Z",
    "title_canon_sha256": "96d68ea671addf78ad66bc7ac4bc942f99921c8d26ac2e0520b03bfd62f97cdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01595",
    "kind": "arxiv",
    "version": 1
  }
}