Pith Number

pith:TT7OA7WO

pith:2024:TT7OA7WOJHKXHTSWWNMQFNASU3

not attested not anchored not stored refs pending

Position: Leverage Foundational Models for Black-Box Optimization

Chansoo Lee, Robert Tjarko Lange, Xingyou Song, Yingtao Tian, Yujin Tang, Yutian Chen

arxiv:2405.03547 v2 · 2024-05-06 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TT7OA7WOJHKXHTSWWNMQFNASU3}

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

4 papers in Pith

Sakana Fugu Technical Report

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

TextGrad: Automatic "Differentiation" via Text

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Receipt and verification

First computed	2026-07-05T08:17:15.383444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cfee07ece49d573ce56b35902b412a6daca5e60f6604d6eda8d1b70271121aa

Aliases

arxiv: 2405.03547 · arxiv_version: 2405.03547v2 · doi: 10.48550/arxiv.2405.03547 · pith_short_12: TT7OA7WOJHKX · pith_short_16: TT7OA7WOJHKXHTSW · pith_short_8: TT7OA7WO

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/TT7OA7WOJHKXHTSWWNMQFNASU3 \
  | 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: 9cfee07ece49d573ce56b35902b412a6daca5e60f6604d6eda8d1b70271121aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e3038e542920cec04c22682c42a7c63ffdfcc2d20b9d55dfad293d97bff8f26",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T15:10:46Z",
    "title_canon_sha256": "7d677233c4fcecd1d02748452474ec3400f9fa9103e8fcad2bc4558e41855333"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03547",
    "kind": "arxiv",
    "version": 2
  }
}