Pith Number

pith:RXSD7YA4

pith:2025:RXSD7YA4SRR4BU4MBBL6OSSK5T

not attested not anchored not stored refs pending

Red-Team Multi-Agent Reinforcement Learning for Emergency Braking Scenario

Kaifeng Wang, Xiaoqiang Meng, Xin Gao, Xueyuan Li, Yinsong Chen, Zirui Li

arxiv:2507.15587 v1 · 2025-07-21 · 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{RXSD7YA4SRR4BU4MBBL6OSSK5T}

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	2026-07-05T11:40:39.538864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8de43fe01c9463c0d38c0857e74a4aecf258881b492b390f6b9def00cdadd900

Aliases

arxiv: 2507.15587 · arxiv_version: 2507.15587v1 · doi: 10.48550/arxiv.2507.15587 · pith_short_12: RXSD7YA4SRR4 · pith_short_16: RXSD7YA4SRR4BU4M · pith_short_8: RXSD7YA4

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/RXSD7YA4SRR4BU4MBBL6OSSK5T \
  | 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: 8de43fe01c9463c0d38c0857e74a4aecf258881b492b390f6b9def00cdadd900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa8910085594e7ea1bc985825536f0ee2d78731ae4bfd229cc764f7a10d5159e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-21T13:08:49Z",
    "title_canon_sha256": "a08b0e6aa3ff9f7056c5f5f42b2c66bd9691cc204072041905b7591fa886061d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15587",
    "kind": "arxiv",
    "version": 1
  }
}