Pith Number

pith:CBZ4EUJW

pith:2025:CBZ4EUJWAL3VYJWAV7TY72HPIA

not attested not anchored not stored refs pending

Bayesian Optimization for Controlled Image Editing via LLMs

Chengkun Cai, Haoliang Liu, Jenq-Neng Hwang, John Lee, Lei Li, Tianfang Zhang, Xu Zhao, Zhongyu Jiang, Zongkai Wu

arxiv:2502.18116 v3 · 2025-02-25 · cs.CV · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CBZ4EUJWAL3VYJWAV7TY72HPIA}

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

LILO: Bayesian Optimization with Natural Language Feedback

Receipt and verification

First computed	2026-07-05T11:33:20.614859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1073c2513602f75c26c0afe78fe8ef401ba630f3af564379acc641cb1416303b

Aliases

arxiv: 2502.18116 · arxiv_version: 2502.18116v3 · doi: 10.48550/arxiv.2502.18116 · pith_short_12: CBZ4EUJWAL3V · pith_short_16: CBZ4EUJWAL3VYJWA · pith_short_8: CBZ4EUJW

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/CBZ4EUJWAL3VYJWAV7TY72HPIA \
  | 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: 1073c2513602f75c26c0afe78fe8ef401ba630f3af564379acc641cb1416303b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9266a1eea85c66eeb75da6fc8333aaffbdfbd8c6ad22fc61451232b074130f37",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-25T11:41:33Z",
    "title_canon_sha256": "5aa1f1f59ceb12b09614038856e4979b9cc97247432cf8dd19b6fd49e5327eb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18116",
    "kind": "arxiv",
    "version": 3
  }
}