Pith Number

pith:KY3EY3H2

pith:2025:KY3EY3H2MTW4L23NC2ZWHATEU7

not attested not anchored not stored refs pending

Adversarial Agents: Black-Box Evasion Attacks with Reinforcement Learning

Eric Pauley, Jean-Charles Noirot Ferrand, Josiah Hanna, Kyle Domico, Patrick McDaniel, Ryan Sheatsley

arxiv:2503.01734 v3 · 2025-03-03 · cs.CR · 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{KY3EY3H2MTW4L23NC2ZWHATEU7}

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	2026-06-05T00:13:43.395013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56364c6cfa64edc5eb6d16b3638264a7f4dd6d46e2a53926759a2dbd50b8f1f0

Aliases

arxiv: 2503.01734 · arxiv_version: 2503.01734v3 · doi: 10.48550/arxiv.2503.01734 · pith_short_12: KY3EY3H2MTW4 · pith_short_16: KY3EY3H2MTW4L23N · pith_short_8: KY3EY3H2

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/KY3EY3H2MTW4L23NC2ZWHATEU7 \
  | 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: 56364c6cfa64edc5eb6d16b3638264a7f4dd6d46e2a53926759a2dbd50b8f1f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e1d2ac94a682eb6c1f4ab9ca192e39db86c1120d5b90c545bd48e3af3c1df7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-03-03T16:54:03Z",
    "title_canon_sha256": "71e4fae90b523d720e0cfa941cf87be4865f25287881f128000b5bce8ecccbc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01734",
    "kind": "arxiv",
    "version": 3
  }
}