Pith Number

pith:5EDLAYIT

pith:2021:5EDLAYITSUQXYL3FY7YJ2KXRGD

not attested not anchored not stored refs pending

Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect

Alessio Benavoli, Arthur White, Jason Wyse

arxiv:2109.13891 v1 · 2021-09-28 · stat.ML · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5EDLAYITSUQXYL3FY7YJ2KXRGD}

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

The Ray Tracing Sampler: Bayesian Sampling of Neural Networks for Everyone

Receipt and verification

First computed	2026-07-05T03:18:07.515624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e906b0611395217c2f65c7f09d2af130c36325f5fbcef1c2171f0b2cb2a98db6

Aliases

arxiv: 2109.13891 · arxiv_version: 2109.13891v1 · doi: 10.48550/arxiv.2109.13891 · pith_short_12: 5EDLAYITSUQX · pith_short_16: 5EDLAYITSUQXYL3F · pith_short_8: 5EDLAYIT

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/5EDLAYITSUQXYL3FY7YJ2KXRGD \
  | 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: e906b0611395217c2f65c7f09d2af130c36325f5fbcef1c2171f0b2cb2a98db6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c89303a8ca19150586b292b8767d376b6443f92fc368154320a63dded26ab60d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-09-28T17:43:25Z",
    "title_canon_sha256": "eab3e6ee1437e5f490298971b5e90b5971e27cab6196ba72cc2a22c7c29b2531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.13891",
    "kind": "arxiv",
    "version": 1
  }
}