Pith Number

pith:UM2BSYL7

pith:2021:UM2BSYL7EZTO27JZC2TKFKWZSK

not attested not anchored not stored refs pending

Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces

Aryan Deshwal, Janardhan Rao Doppa

arxiv:2111.01186 v1 · 2021-11-01 · 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{UM2BSYL7EZTO27JZC2TKFKWZSK}

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

Learned Offline Query Planning via Bayesian Optimization

Receipt and verification

First computed	2026-07-05T03:54:03.373909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a33419617f2666ed7d3916a6a2aad9928cacfc74cbf888bfa29e29d76de7ffa2

Aliases

arxiv: 2111.01186 · arxiv_version: 2111.01186v1 · doi: 10.48550/arxiv.2111.01186 · pith_short_12: UM2BSYL7EZTO · pith_short_16: UM2BSYL7EZTO27JZ · pith_short_8: UM2BSYL7

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/UM2BSYL7EZTO27JZC2TKFKWZSK \
  | 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: a33419617f2666ed7d3916a6a2aad9928cacfc74cbf888bfa29e29d76de7ffa2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4f5524d5112fa5eebab6326675c221d0843a8a20b0ffc56eee687815d1d022a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-01T18:26:22Z",
    "title_canon_sha256": "b8898c23af73f5f36c37359fe9a7ac5953172481d21e12a453a42d5a6b1b0331"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.01186",
    "kind": "arxiv",
    "version": 1
  }
}