Pith. sign in
Pith Number

pith:4UVMQWVS

pith:2025:4UVMQWVSMMU7BLVM3H5PVOZI77
not attested not anchored not stored refs pending

Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions

Mai Pham, Peter Chin, Vikrant Vaze

arxiv:2509.10983 v1 · 2025-09-13 · cs.GT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4UVMQWVSMMU7BLVM3H5PVOZI77}

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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 2026-07-05T12:11:31.482925Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e52ac85ab26329f0aeacd9fafabb28ffc2f0292ac7ee8175f141fd0bc6b79aac

Aliases

arxiv: 2509.10983 · arxiv_version: 2509.10983v1 · doi: 10.48550/arxiv.2509.10983 · pith_short_12: 4UVMQWVSMMU7 · pith_short_16: 4UVMQWVSMMU7BLVM · pith_short_8: 4UVMQWVS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4UVMQWVSMMU7BLVM3H5PVOZI77 \
  | 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: e52ac85ab26329f0aeacd9fafabb28ffc2f0292ac7ee8175f141fd0bc6b79aac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9aca3d3fba87a68c2b17c0996893f8b27cc4a97ae3363975d3d3987e8a8246a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-09-13T21:08:01Z",
    "title_canon_sha256": "3c124f178f934f5b3dd98f3a3636ec6b8f81842ea8fb3af2e37fc90b9745c28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10983",
    "kind": "arxiv",
    "version": 1
  }
}