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Pith Number

pith:7Y2OH4KS

pith:2022:7Y2OH4KSNVAMI5D4GMP5EN7JOQ
not attested not anchored not stored refs pending

Enhancing Accuracy and Robustness of Steering Angle Prediction with Attention Mechanism

David J. Lamb, Jeremy C. Hagler, Pramiti Barua, Qing Tian, Swetha Nadella

arxiv:2211.11133 v4 · 2022-11-21 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7Y2OH4KSNVAMI5D4GMP5EN7JOQ}

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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 2026-07-05T07:39:56.997564Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fe34e3f1526d40c4747c331fd237e97410e8f4458964195481d9494cbcbd5f91

Aliases

arxiv: 2211.11133 · arxiv_version: 2211.11133v4 · doi: 10.48550/arxiv.2211.11133 · pith_short_12: 7Y2OH4KSNVAM · pith_short_16: 7Y2OH4KSNVAMI5D4 · pith_short_8: 7Y2OH4KS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7Y2OH4KSNVAMI5D4GMP5EN7JOQ \
  | 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: fe34e3f1526d40c4747c331fd237e97410e8f4458964195481d9494cbcbd5f91
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bb6f33d17c5971bf1ee8029469650571f81ce2239a6c94d6686e0d991f398225",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-21T00:38:59Z",
    "title_canon_sha256": "823b630f0bf9e56457f876571508d3008e64eed3644b44b0f16e2665b0799a00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11133",
    "kind": "arxiv",
    "version": 4
  }
}