Pith Number

pith:G5ABKPQW

pith:2022:G5ABKPQWSFIILB55WQSX5D36CZ

not attested not anchored not stored refs pending

BARReL: Bottleneck Attention for Adversarial Robustness in Vision-Based Reinforcement Learning

Daniel A. Keim, Eugene Bykovets, Joachim M. Buhmann, Mennatallah El-Assady, Yannick Metz

arxiv:2208.10481 v1 · 2022-08-22 · cs.LG · cs.AI · cs.CR · cs.CV · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5ABKPQWSFIILB55WQSX5D36CZ}

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	2026-07-05T04:50:29.264093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3740153e1691508587bdb4257e8f7e16563a56f44a265098bdb0d5838d3238d2

Aliases

arxiv: 2208.10481 · arxiv_version: 2208.10481v1 · doi: 10.48550/arxiv.2208.10481 · pith_short_12: G5ABKPQWSFII · pith_short_16: G5ABKPQWSFIILB55 · pith_short_8: G5ABKPQW

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/G5ABKPQWSFIILB55WQSX5D36CZ \
  | 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: 3740153e1691508587bdb4257e8f7e16563a56f44a265098bdb0d5838d3238d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6912a230ea5b8a05174f41c55de67cd0b69a6df8b2677e7a35fb4cf7518cd9c1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-22T17:54:34Z",
    "title_canon_sha256": "74e24127fbfea6a8d4add7165ab0d705ab234a1f50e2f5355d22c37c2a0c006c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10481",
    "kind": "arxiv",
    "version": 1
  }
}