Pith Number

pith:5YEOH3FL

pith:2021:5YEOH3FLXHULS3ADLWSQFCFX4V

not attested not anchored not stored refs pending

High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learning

Alexander I. Cowen-Rivers, Alexandre Max Maraval, Antoine Grosnit, Haitham Bou-Ammar, Jan Peters, Jun Wang, Lin Yang, Lin Zhu, Rasul Tutunov, Ryan-Rhys Griffiths, Wenlong Lyu, Zhitang Chen

arxiv:2106.03609 v3 · 2021-06-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5YEOH3FLXHULS3ADLWSQFCFX4V}

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

2 papers in Pith

Sample-Efficient Optimisation over the Outputs of Generative Models

Regret Analysis of Guided Diffusion for Black-Box Optimization over Structured Inputs

Receipt and verification

First computed	2026-07-05T03:27:32.439932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee08e3ecabb9e8b96c035da50288b7e551d874043446bf6f9e8cd18cabc913da

Aliases

arxiv: 2106.03609 · arxiv_version: 2106.03609v3 · doi: 10.48550/arxiv.2106.03609 · pith_short_12: 5YEOH3FLXHUL · pith_short_16: 5YEOH3FLXHULS3AD · pith_short_8: 5YEOH3FL

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/5YEOH3FLXHULS3ADLWSQFCFX4V \
  | 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: ee08e3ecabb9e8b96c035da50288b7e551d874043446bf6f9e8cd18cabc913da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c206b6ddb9e0b2add53178fa8c64f5f88c6d60775ccb2303c896899de1501835",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T13:35:47Z",
    "title_canon_sha256": "d17854c5324463043bc6be39c15a0286ab8fad01243918cacaee2dc3d002ca52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03609",
    "kind": "arxiv",
    "version": 3
  }
}