Pith Number

pith:SNAAEPMY

pith:2025:SNAAEPMYVRCPFCZWJT5S6523ON

not attested not anchored not stored refs pending

SemanticOpt: Towards LLM-Based Semantic Black-Box Optimization

Jamison Meindl, Jie Chen, Mina Konakovi\'c Lukovi\'c, Tony Cui, Veronika Thost, Wojciech Matusik, Yunsheng Tian, Zhang-Wei Hong

arxiv:2510.25404 v3 · 2025-10-29 · 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{SNAAEPMYVRCPFCZWJT5S6523ON}

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	2026-05-20T00:01:36.508176Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9340023d98ac44f28b364cfb2f775b7378b7144f1bf97e829b00e59f61bde5f8

Aliases

arxiv: 2510.25404 · arxiv_version: 2510.25404v3 · doi: 10.48550/arxiv.2510.25404 · pith_short_12: SNAAEPMYVRCP · pith_short_16: SNAAEPMYVRCPFCZW · pith_short_8: SNAAEPMY

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/SNAAEPMYVRCPFCZWJT5S6523ON \
  | 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: 9340023d98ac44f28b364cfb2f775b7378b7144f1bf97e829b00e59f61bde5f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c03c68a6020e73e4c6a940515b28294438d6a02add706815d97c30d341ce88bd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-29T11:21:55Z",
    "title_canon_sha256": "6706d43ff36729eaf249b02b0485c7240a4feaecc11c24bcdc90994d5171d2e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.25404",
    "kind": "arxiv",
    "version": 3
  }
}