Pith Number

pith:EDM3BBXJ

pith:2024:EDM3BBXJXBMEW5PVGKIVRFNWMP

not attested not anchored not stored refs pending

Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation

Alexander Robey, George J. Pappas, Hamed Hassani, Joshua Nathaniel Williams, J. Zico Kolter, Naoki Murata, Ruslan Salakhutdinov, Yiding Jiang, Yuki Mitsufuji, Yutong He

arxiv:2403.19103 v4 · 2024-03-28 · cs.CV · cs.AI · cs.CL · 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{EDM3BBXJXBMEW5PVGKIVRFNWMP}

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

PromptEvolver: Prompt Inversion through Evolutionary Optimization in Natural-Language Space

Receipt and verification

First computed	2026-07-05T11:54:39.433496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20d9b086e9b8584b75f532915895b663c3ef20fa26728e4cd6dbbb3ec073e83d

Aliases

arxiv: 2403.19103 · arxiv_version: 2403.19103v4 · doi: 10.48550/arxiv.2403.19103 · pith_short_12: EDM3BBXJXBME · pith_short_16: EDM3BBXJXBMEW5PV · pith_short_8: EDM3BBXJ

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/EDM3BBXJXBMEW5PVGKIVRFNWMP \
  | 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: 20d9b086e9b8584b75f532915895b663c3ef20fa26728e4cd6dbbb3ec073e83d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0840ed9292ea80eb3ff3bbc37f86342b9c1a0bea1f56b6340d189313715ba551",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-28T02:35:53Z",
    "title_canon_sha256": "4d81b28689dd08d58bb04e4d843ee0375c1c5c6695c888315c70dd2aaaf47e2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19103",
    "kind": "arxiv",
    "version": 4
  }
}