Pith Number

pith:GEDE4BSC

pith:2024:GEDE4BSCSLVDTV7NMGGIQFZG2K

not attested not anchored not stored refs pending

Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation

Anton Korikov, Armin Toroghi, David Eric Austin, Scott Sanner

arxiv:2405.00981 v2 · 2024-05-02 · 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{GEDE4BSCSLVDTV7NMGGIQFZG2K}

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.

Receipt and verification

First computed	2026-07-05T08:57:02.889806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31064e064292ea39d7ed618c881726d29ee94cb3682501654c87f770f0c35f3a

Aliases

arxiv: 2405.00981 · arxiv_version: 2405.00981v2 · doi: 10.48550/arxiv.2405.00981 · pith_short_12: GEDE4BSCSLVD · pith_short_16: GEDE4BSCSLVDTV7N · pith_short_8: GEDE4BSC

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/GEDE4BSCSLVDTV7NMGGIQFZG2K \
  | 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: 31064e064292ea39d7ed618c881726d29ee94cb3682501654c87f770f0c35f3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9358d26b15912edf34380e0937ae66f2427d245380eb56d6a05a55ad5efd0748",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-02T03:35:21Z",
    "title_canon_sha256": "f08145e6a694c032752e803d81eb93837ac9fcc4c064ee142c40e140c66b6595"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00981",
    "kind": "arxiv",
    "version": 2
  }
}