Pith. sign in
Pith Number

pith:SO4TAI6X

pith:2026:SO4TAI6XDWNQTOECGJBZUVNMQR
not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for V2X Resource Allocation: Disentangling MARL Challenges Through Benchmarking

Kan Zheng, Lei Lei, Pranav Maheshwari, Sam Bellefeuille, Siyuan Wang

arxiv:2603.06607 v2 · 2026-02-18 · cs.MA · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SO4TAI6XDWNQTOECGJBZUVNMQR}

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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 2026-07-07T03:18:54.545819Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

93b93023d71d9b09b88232439a55ac845203f9a01730839587d5b499c666c1ea

Aliases

arxiv: 2603.06607 · arxiv_version: 2603.06607v2 · doi: 10.48550/arxiv.2603.06607 · pith_short_12: SO4TAI6XDWNQ · pith_short_16: SO4TAI6XDWNQTOEC · pith_short_8: SO4TAI6X
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SO4TAI6XDWNQTOECGJBZUVNMQR \
  | 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: 93b93023d71d9b09b88232439a55ac845203f9a01730839587d5b499c666c1ea
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0da86dd3c5e111313c3d7ff9277962fc1e9e7ee2888f8f6ab6e4b71394590305",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-02-18T14:46:56Z",
    "title_canon_sha256": "655fe3984ff6dc8732f920295e6654b02da207d723e1807f1d6bb7bf2ec9f01a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.06607",
    "kind": "arxiv",
    "version": 2
  }
}