Pith Number

pith:QPP74TIM

pith:2019:QPP74TIMELODKVI3QJEB6EZEL5

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Cyber Security

Thanh Thi Nguyen, Vijay Janapa Reddi

arxiv:1906.05799 v4 · 2019-06-13 · cs.CR · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QPP74TIMELODKVI3QJEB6EZEL5}

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	2026-07-05T03:27:54.218531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83dffe4d0c22dc35551b82481f13245f7b12eda481b2d27c6fc82275fba76a7b

Aliases

arxiv: 1906.05799 · arxiv_version: 1906.05799v4 · doi: 10.48550/arxiv.1906.05799 · pith_short_12: QPP74TIMELOD · pith_short_16: QPP74TIMELODKVI3 · pith_short_8: QPP74TIM

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/QPP74TIMELODKVI3QJEB6EZEL5 \
  | 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: 83dffe4d0c22dc35551b82481f13245f7b12eda481b2d27c6fc82275fba76a7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83e82fb0f77e057bc3941d50a594958ac502aa71c2586703bc1d3b248cd7a62f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-06-13T16:34:12Z",
    "title_canon_sha256": "deb66bb487f1c524809cd674d4f6567b57fc5f07d98f273674be9dadc8719493"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.05799",
    "kind": "arxiv",
    "version": 4
  }
}