Pith Number

pith:OCB5I6H5

pith:2025:OCB5I6H5SHWPKXGA3LJIWZIBP5

not attested not anchored not stored refs pending

Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence

Faizan Contractor, Li Li, Ranwa Al Mallah

arxiv:2507.14658 v1 · 2025-07-19 · cs.MA · 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{OCB5I6H5SHWPKXGA3LJIWZIBP5}

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	2026-07-05T11:40:11.255801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7083d478fd91ecf55cc0dad28b65017f439643436023fa1e3549bbe1a140381b

Aliases

arxiv: 2507.14658 · arxiv_version: 2507.14658v1 · doi: 10.48550/arxiv.2507.14658 · pith_short_12: OCB5I6H5SHWP · pith_short_16: OCB5I6H5SHWPKXGA · pith_short_8: OCB5I6H5

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/OCB5I6H5SHWPKXGA3LJIWZIBP5 \
  | 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: 7083d478fd91ecf55cc0dad28b65017f439643436023fa1e3549bbe1a140381b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f61de29d7fed0cd1ef697d36b05f49bd88d608f24cee7a1f57b95461f3fc737a",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-07-19T15:16:24Z",
    "title_canon_sha256": "9eef29ddf24f0c2cc8780946231d9be2c7a53cb9a928e8181d62ae96d18f548c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14658",
    "kind": "arxiv",
    "version": 1
  }
}