Pith Number

pith:AP4MXXNG

pith:2023:AP4MXXNGFEZDECVKNK4V6BEM47

not attested not anchored not stored refs pending

Large-Batch, Iteration-Efficient Neural Bayesian Design Optimization

Alireza Javanmardi, Eyke H\"ullermeier, Hans-Peter Seidel, Navid Ansari, Vahid Babaei

arxiv:2306.01095 v4 · 2023-06-01 · cs.LG · cs.AI · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AP4MXXNGFEZDECVKNK4V6BEM47}

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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

Uncertainty separation via ensemble quantile regression

Receipt and verification

First computed	2026-07-05T09:03:39.628357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03f8cbdda62932320aaa6ab95f048ce7fcbae4912a2757b3cb16098798a0d0d0

Aliases

arxiv: 2306.01095 · arxiv_version: 2306.01095v4 · doi: 10.48550/arxiv.2306.01095 · pith_short_12: AP4MXXNGFEZD · pith_short_16: AP4MXXNGFEZDECVK · pith_short_8: AP4MXXNG

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/AP4MXXNGFEZDECVKNK4V6BEM47 \
  | 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: 03f8cbdda62932320aaa6ab95f048ce7fcbae4912a2757b3cb16098798a0d0d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07cfe544e4a8a48ec615ad52839e77fdb95d888556477551805706307b64f6f2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T19:10:57Z",
    "title_canon_sha256": "8967a57ec0abf870519ba7209c475bdc2e148310deb3d854ed0447ce2769c366"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01095",
    "kind": "arxiv",
    "version": 4
  }
}