Pith Number

pith:2IVXZLKS

pith:2025:2IVXZLKSHD5O2UCRZLV2PWFE6B

not attested not anchored not stored refs pending

Consensus-based optimization for closed-box adversarial attacks and a connection to evolution strategies

Leon Bungert, Philipp Wacker, Tim Roith

arxiv:2506.24048 v1 · 2025-06-30 · math.OC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2IVXZLKSHD5O2UCRZLV2PWFE6B}

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.

Cited by

3 papers in Pith

A derivative-free particle method for optimization in Hilbert spaces

From Mean-Field Limits to Semiclassical Concentration: Global Convergence of the Canonical Evolutionary Strategy

Convergence of Consensus-Based Particle Methods for Nonconvex Bi-Level Optimization

Receipt and verification

First computed	2026-07-05T11:29:32.329324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d22b7cad5238faed5051caeba7d8a4f06525868a94c1f228953a7591a1e19036

Aliases

arxiv: 2506.24048 · arxiv_version: 2506.24048v1 · doi: 10.48550/arxiv.2506.24048 · pith_short_12: 2IVXZLKSHD5O · pith_short_16: 2IVXZLKSHD5O2UCR · pith_short_8: 2IVXZLKS

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/2IVXZLKSHD5O2UCRZLV2PWFE6B \
  | 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: d22b7cad5238faed5051caeba7d8a4f06525868a94c1f228953a7591a1e19036

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3e54818aefc29e7a871a9495e17b84e23225aabda269310faedf31df7a8eaba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2025-06-30T16:54:44Z",
    "title_canon_sha256": "0170dd70fa3f5a3ddf3a2b1eb3345340095f06d04e88f0589d03256a850d806e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.24048",
    "kind": "arxiv",
    "version": 1
  }
}