Pith Number

pith:AF2N2F5V

pith:2026:AF2N2F5VDV2SNSY3EBINWWKH3A

not attested not anchored not stored refs pending

Large-scale Testing Global Optimization Methods with Black-box Adversarial Attacks

Jaros{\l}aw Arabas, Wojciech Zarzecki

arxiv:2608.13296 v1 · 2026-08-13 · 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{AF2N2F5VDV2SNSY3EBINWWKH3A}

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	2026-08-14T01:04:09.447336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0174dd17b51d7526cb1b2050db5947d82f7d3790260d8e6ab352b5d5dda192a8

Aliases

arxiv: 2608.13296 · arxiv_version: 2608.13296v1 · doi: 10.48550/arxiv.2608.13296 · pith_short_12: AF2N2F5VDV2S · pith_short_16: AF2N2F5VDV2SNSY3 · pith_short_8: AF2N2F5V

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/AF2N2F5VDV2SNSY3EBINWWKH3A \
  | 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: 0174dd17b51d7526cb1b2050db5947d82f7d3790260d8e6ab352b5d5dda192a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55a1f998b5529eff24886166521a431f1cbc572363f18957c27ce0b8ba3f815c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-13T14:26:45Z",
    "title_canon_sha256": "bd95c1774659b857032f4aa362f7ce6c0c6c1e043f012d9bf73c246526ef4465"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.13296",
    "kind": "arxiv",
    "version": 1
  }
}