Pith. sign in
Pith Number

pith:O7UBBVKI

pith:2023:O7UBBVKI3PVOBDARQ72N2ICVES
not attested not anchored not stored refs pending

DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Data

Chengjie Lu, Man Zhang, Shaukat Ali, Tao Yue

arxiv:2310.05170 v1 · 2023-10-08 · cs.SE · cs.AI · cs.LG · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{O7UBBVKI3PVOBDARQ72N2ICVES}

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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 2026-07-05T06:58:27.697672Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

77e810d548dbeae08c1187f4dd205524a51e1be1d7f829a513edd6e642e48618

Aliases

arxiv: 2310.05170 · arxiv_version: 2310.05170v1 · doi: 10.48550/arxiv.2310.05170 · pith_short_12: O7UBBVKI3PVO · pith_short_16: O7UBBVKI3PVOBDAR · pith_short_8: O7UBBVKI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/O7UBBVKI3PVOBDARQ72N2ICVES \
  | 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: 77e810d548dbeae08c1187f4dd205524a51e1be1d7f829a513edd6e642e48618
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d55ae6650c1ec9bde834592ffb73553df44258e440c16341dd8f3b2b2ac7b33c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-08T13:59:43Z",
    "title_canon_sha256": "90522be407141474b82e4c4f0deaf8b6d7d24dcd4e6da8d99459db13cdaed3bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05170",
    "kind": "arxiv",
    "version": 1
  }
}