Pith Number

pith:TVU3IKBD

pith:2024:TVU3IKBDNCLQC7MYIDTMQ4KQJ3

not attested not anchored not stored refs pending

Hyperband-based Bayesian Optimization for Black-box Prompt Selection

Aaron Klein, Felice Antonio Merra, Giovanni Zappella, Jacek Golebiowski, Lennart Schneider, Martin Wistuba

arxiv:2412.07820 v2 · 2024-12-10 · 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{TVU3IKBDNCLQC7MYIDTMQ4KQJ3}

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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

Embedding by Elicitation: Dynamic Representations for Bayesian Optimization of System Prompts

Receipt and verification

First computed	2026-07-05T11:14:51.425817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d69b428236897017d9840e6c871504ee22bf09233978c6fc7347c4b000f5f6c

Aliases

arxiv: 2412.07820 · arxiv_version: 2412.07820v2 · doi: 10.48550/arxiv.2412.07820 · pith_short_12: TVU3IKBDNCLQ · pith_short_16: TVU3IKBDNCLQC7MY · pith_short_8: TVU3IKBD

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/TVU3IKBDNCLQC7MYIDTMQ4KQJ3 \
  | 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: 9d69b428236897017d9840e6c871504ee22bf09233978c6fc7347c4b000f5f6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51ec7a79ba92aa29290601d4c7d0c3965f5a0544f4962121c884410052b03cfc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T14:42:51Z",
    "title_canon_sha256": "3be1e63c4a1bf94747cf6570d62641512a02be8b49981cbabe42a7d068939da8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07820",
    "kind": "arxiv",
    "version": 2
  }
}