Pith Number

pith:Y5R72PA5

pith:2018:Y5R72PA5ZIRT2BPH3WMTQ6HUY7

not attested not anchored not stored refs pending

Reinforcement Learning for Autonomous Defence in Software-Defined Networking

Benjamin I.P. Rubinstein, Christopher Leckie, David Hubczenko, Olivier De Vel, Paul Montague, Sarah Erfani, Tamas Abraham, Tansu Alpcan, Yi Han

arxiv:1808.05770 v1 · 2018-08-17 · 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{Y5R72PA5ZIRT2BPH3WMTQ6HUY7}

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	2026-05-18T00:07:52.204580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c763fd3c1dca233d05e7dd993878f4c7c372d19a23c3f1a6b7d4d72013aa7684

Aliases

arxiv: 1808.05770 · arxiv_version: 1808.05770v1 · doi: 10.48550/arxiv.1808.05770 · pith_short_12: Y5R72PA5ZIRT · pith_short_16: Y5R72PA5ZIRT2BPH · pith_short_8: Y5R72PA5

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/Y5R72PA5ZIRT2BPH3WMTQ6HUY7 \
  | 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: c763fd3c1dca233d05e7dd993878f4c7c372d19a23c3f1a6b7d4d72013aa7684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63b3ed55761ae8338c812207c077cb432d0f7dca72d85b58f05603beb596975f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-08-17T06:34:53Z",
    "title_canon_sha256": "38280d38f339a26aae1063089daa22e28038eb6138b0df915f92e6cabdc789e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05770",
    "kind": "arxiv",
    "version": 1
  }
}