Pith Number

pith:MQW5WY5S

pith:2021:MQW5WY5SQKC6NIRLREBL6BMVPQ

not attested not anchored not stored refs pending

Bayesian Optimization with High-Dimensional Outputs

Andrew Gordon Wilson, Eytan Bakshy, Maximilian Balandat, Wesley J. Maddox

arxiv:2106.12997 v2 · 2021-06-24 · cs.LG · cs.AI · 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{MQW5WY5SQKC6NIRLREBL6BMVPQ}

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

Multi-fidelity Bayesian Data-Driven Design of Energy Absorbing Spinodoid Cellular Structures

Receipt and verification

First computed	2026-07-05T03:26:42.400027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

642ddb63b28285e6a22b8902bf05957c2b2fe17b33a91d31c22337d025dd0f63

Aliases

arxiv: 2106.12997 · arxiv_version: 2106.12997v2 · doi: 10.48550/arxiv.2106.12997 · pith_short_12: MQW5WY5SQKC6 · pith_short_16: MQW5WY5SQKC6NIRL · pith_short_8: MQW5WY5S

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/MQW5WY5SQKC6NIRLREBL6BMVPQ \
  | 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: 642ddb63b28285e6a22b8902bf05957c2b2fe17b33a91d31c22337d025dd0f63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b61505d7b7af52d285d37a49295e49a2c9cf5146d9c30230745eba55112b8994",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-24T13:15:12Z",
    "title_canon_sha256": "3b02a9c3fd19be1dbcfdd1c187290e83f171eb9f32b0e715da6ee6e7bbf0c29a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12997",
    "kind": "arxiv",
    "version": 2
  }
}