Pith Number

pith:SYWIQ2NF

pith:2023:SYWIQ2NFYHWZ2EN6T3MKKLQBRW

not attested not anchored not stored refs pending

Inroads into Autonomous Network Defence using Explained Reinforcement Learning

Chris Hicks, Mia Wang, Myles Foley, Vasilios Mavroudis, Zoe M

arxiv:2306.09318 v1 · 2023-06-15 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SYWIQ2NFYHWZ2EN6T3MKKLQBRW}

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.

Cited by

2 papers in Pith

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T06:21:10.892274Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

962c8869a5c1ed9d11be9ed8a52e018d859c4b74a4e242048eaf499314040564

Aliases

arxiv: 2306.09318 · arxiv_version: 2306.09318v1 · doi: 10.48550/arxiv.2306.09318 · pith_short_12: SYWIQ2NFYHWZ · pith_short_16: SYWIQ2NFYHWZ2EN6 · pith_short_8: SYWIQ2NF

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/SYWIQ2NFYHWZ2EN6T3MKKLQBRW \
  | 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: 962c8869a5c1ed9d11be9ed8a52e018d859c4b74a4e242048eaf499314040564

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2d4c7255cd9da19595a504dbb05e9c94124ed034468fe80c7c38f1acac556d1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-06-15T17:53:14Z",
    "title_canon_sha256": "e689e6df46d77adfc5f717f217d925bec584745a777b4bb6a77da6dc23448f73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09318",
    "kind": "arxiv",
    "version": 1
  }
}