Pith Number

pith:QN6RQWWC

pith:2025:QN6RQWWCPFWYV2HPMQC5OQNQQZ

not attested not anchored not stored refs pending

Training RL Agents for Multi-Objective Network Defense Tasks

Ahmad Ridley, Akash Trivedi, Andres Molina-Markham, Derek Tsui, Lauren Brandt, Luis Robaina, Nicholas Potteiger, Ransom Winder, Sean Steinle

arxiv:2505.22531 v2 · 2025-05-28 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QN6RQWWCPFWYV2HPMQC5OQNQQZ}

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

1 paper in Pith

Building Better Environments for Autonomous Cyber Defence

Receipt and verification

First computed	2026-07-05T11:20:54.557451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

837d185ac2796d8ae8ef6405d741b08678beed1b9b38bf276c024a68ae744477

Aliases

arxiv: 2505.22531 · arxiv_version: 2505.22531v2 · doi: 10.48550/arxiv.2505.22531 · pith_short_12: QN6RQWWCPFWY · pith_short_16: QN6RQWWCPFWYV2HP · pith_short_8: QN6RQWWC

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/QN6RQWWCPFWYV2HPMQC5OQNQQZ \
  | 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: 837d185ac2796d8ae8ef6405d741b08678beed1b9b38bf276c024a68ae744477

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be20dfe6da4442fc87f1b533f89c5650134769ac02fa8a8505d1b668536389a6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T16:18:21Z",
    "title_canon_sha256": "f4db310ddf10589d706d208bafef22e64bcdbd9bd80739594b0121fa45b6ecfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22531",
    "kind": "arxiv",
    "version": 2
  }
}