Pith Number

pith:LQFI2OYS

pith:2024:LQFI2OYS6LG3NSME4GEQZW2YZ2

not attested not anchored not stored refs pending

Less is More: A Stealthy and Efficient Adversarial Attack Method for DRL-based Autonomous Driving Policies

Jelena Mi\v{s}i\'c, Junchao Fan, Vojislav B. Mi\v{s}i\'c, Xiaolin Chang, Xuyang Lei

arxiv:2412.03051 v1 · 2024-12-04 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LQFI2OYS6LG3NSME4GEQZW2YZ2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T09:44:24.339845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c0a8d3b12f2cdb6c984e1890cdb58ce9712a9a8e90e7971122e495750772dc1

Aliases

arxiv: 2412.03051 · arxiv_version: 2412.03051v1 · doi: 10.48550/arxiv.2412.03051 · pith_short_12: LQFI2OYS6LG3 · pith_short_16: LQFI2OYS6LG3NSME · pith_short_8: LQFI2OYS

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/LQFI2OYS6LG3NSME4GEQZW2YZ2 \
  | 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: 5c0a8d3b12f2cdb6c984e1890cdb58ce9712a9a8e90e7971122e495750772dc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03a28298d4054e8cabeadf5bf414ae088c6f6ece503bd82edef822359a7d4ae5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-04T06:11:09Z",
    "title_canon_sha256": "51232f1a81f88cffb1b0c0eaf7372f16866dffbae3c46d26922c1fb4a933c7ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03051",
    "kind": "arxiv",
    "version": 1
  }
}