Pith Number

pith:PM6OIRGH

pith:2025:PM6OIRGHHGDUPIQQLHSGZDQ6J3

not attested not anchored not stored refs pending

Simplifying Bayesian Optimization Via In-Context Direct Optimum Sampling

Agustinus Kristiadi, Gustavo Sutter Pessurno de Carvalho, Hao Wang, Lawrence Wan, Luis Ricardez-Sandoval, Marc St-Aubin, Mohammed Abdulrahman, Pascal Poupart, Sharon O'Sullivan, Sriram Ganapathi Subramanian

arxiv:2505.23913 v1 · 2025-05-29 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PM6OIRGHHGDUPIQQLHSGZDQ6J3}

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

POETS: Uncertainty-Aware LLM Optimization via Compute-Efficient Policy Ensembles

Receipt and verification

First computed	2026-07-05T11:12:37.664876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b3ce444c7398747a21059e46c8e1e4ee3cdcc87c96dd1ea7bed6a179da1c988

Aliases

arxiv: 2505.23913 · arxiv_version: 2505.23913v1 · doi: 10.48550/arxiv.2505.23913 · pith_short_12: PM6OIRGHHGDU · pith_short_16: PM6OIRGHHGDUPIQQ · pith_short_8: PM6OIRGH

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/PM6OIRGHHGDUPIQQLHSGZDQ6J3 \
  | 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: 7b3ce444c7398747a21059e46c8e1e4ee3cdcc87c96dd1ea7bed6a179da1c988

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbe00f7fea850d4c7ec57355494c6eeb7ef3574829d5a96d16c6129fc7d22a9b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T18:07:36Z",
    "title_canon_sha256": "8fe329f767148304c02dbc85236f947ecd2bc46a468b8d02aecd950e2e0ce53a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23913",
    "kind": "arxiv",
    "version": 1
  }
}