Pith. sign in
Pith Number

pith:CBO4XKSC

pith:2023:CBO4XKSCC46D3XIWXKF6MUZITY
not attested not anchored not stored refs pending

Deep Reinforcement Learning Algorithms for Hybrid V2X Communication: A Benchmarking Study

Eric Moulines, Fouzi Boukhalfa, Mastane Achab, Mehdi Bennis, Reda Alami

arxiv:2310.03767 v1 · 2023-10-04 · cs.LG · cs.NI · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CBO4XKSCC46D3XIWXKF6MUZITY}

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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 2026-07-05T06:57:40.659197Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

105dcbaa42173c3ddd16ba8be653289e1ebfea774a8d8432d2f59e0127165e45

Aliases

arxiv: 2310.03767 · arxiv_version: 2310.03767v1 · doi: 10.48550/arxiv.2310.03767 · pith_short_12: CBO4XKSCC46D · pith_short_16: CBO4XKSCC46D3XIW · pith_short_8: CBO4XKSC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CBO4XKSCC46D3XIWXKF6MUZITY \
  | 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: 105dcbaa42173c3ddd16ba8be653289e1ebfea774a8d8432d2f59e0127165e45
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9956c3ceaa02bc6fe2d8ba78a3437f13c66325b8c08903e7e2e333d606ee43c4",
    "cross_cats_sorted": [
      "cs.NI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T12:32:14Z",
    "title_canon_sha256": "e9d5007e744cdfaf981f764a3869d4e545be8eead54d9e69f55c49dd526441bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03767",
    "kind": "arxiv",
    "version": 1
  }
}