Pith Number

pith:ACUI6IGY

pith:2024:ACUI6IGYONWADDFIRMSGE4BAO7

not attested not anchored not stored refs pending

Generating and Evolving Reward Functions for Highway Driving with Large Language Models

Meixin Zhu, Qiannan Yang, Xianda Chen, Xiaowen Chu, Xu Han

arxiv:2406.10540 v1 · 2024-06-15 · cs.AI · cs.NE · cs.RO

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ACUI6IGYONWADDFIRMSGE4BAO7}

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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.

Cited by

1 paper in Pith

Language Models for Code Optimization: Survey, Challenges and Future Directions

Receipt and verification

First computed	2026-07-05T08:32:18.185151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00a88f20d8736c018ca88b2462702077fde159d3c2fafbeb8b33652043aeaac4

Aliases

arxiv: 2406.10540 · arxiv_version: 2406.10540v1 · doi: 10.48550/arxiv.2406.10540 · pith_short_12: ACUI6IGYONWA · pith_short_16: ACUI6IGYONWADDFI · pith_short_8: ACUI6IGY

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ACUI6IGYONWADDFIRMSGE4BAO7 \
  | 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: 00a88f20d8736c018ca88b2462702077fde159d3c2fafbeb8b33652043aeaac4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fda30e26db8f476304b97100e89e0121b2c8b53679313b1a94206878e756507",
    "cross_cats_sorted": [
      "cs.NE",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-15T07:50:10Z",
    "title_canon_sha256": "c62a6e748480bb477efd2e737053858acdc4550145e5b43ae538ccd3db55bf64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10540",
    "kind": "arxiv",
    "version": 1
  }
}