Pith Number

pith:PKCVTTE2

pith:2024:PKCVTTE2R4H4CWQOTVRRFCLJ3U

not attested not anchored not stored refs pending

Design Editing for Offline Model-based Optimization

Can Chen, Haolun Wu, James J. Clark, Jianmo Li, Xue Liu, Ye Yuan, Youyuan Zhang, Zixuan Li

arxiv:2405.13964 v4 · 2024-05-22 · cs.LG · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PKCVTTE2R4H4CWQOTVRRFCLJ3U}

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

1 paper in Pith

Generative Refinement for Low-Budget Black-Box Optimization

Receipt and verification

First computed	2026-07-05T10:50:08.428361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a8559cc9a8f0fc15a0e9d63128969dd3f470f4bd481d3e5712c0844e2d0bc40

Aliases

arxiv: 2405.13964 · arxiv_version: 2405.13964v4 · doi: 10.48550/arxiv.2405.13964 · pith_short_12: PKCVTTE2R4H4 · pith_short_16: PKCVTTE2R4H4CWQO · pith_short_8: PKCVTTE2

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/PKCVTTE2R4H4CWQOTVRRFCLJ3U \
  | 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: 7a8559cc9a8f0fc15a0e9d63128969dd3f470f4bd481d3e5712c0844e2d0bc40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ab2c45ae4611e6cdcce76d207d0271ce89ee52f37e068600644255cfedb463f",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T20:00:19Z",
    "title_canon_sha256": "ec3bca19e36473948fa1589ed482ba47b1b3ebd5dbed4a105bf40d826393bc42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13964",
    "kind": "arxiv",
    "version": 4
  }
}