Pith Number

pith:2643FB6V

pith:2020:2643FB6VPQGZBF6ZIBB5FZ3KND

not attested not anchored not stored refs pending

$\epsilon$-shotgun: $\epsilon$-greedy Batch Bayesian Optimisation

Alma A. M. Rahat, George De Ath, Jonathan E. Fieldsend, Richard M. Everson

arxiv:2002.01873 v2 · 2020-02-05 · cs.LG · cs.NE · 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{2643FB6VPQGZBF6ZIBB5FZ3KND}

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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

Optimizing Distributed Deployment of Mixture-of-Experts Model Inference in Serverless Computing

Receipt and verification

First computed	2026-07-05T00:51:06.481188Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7b9b287d57c0d9097d94043d2e76a68ea27d34f6c30386762d8e546b3737e46

Aliases

arxiv: 2002.01873 · arxiv_version: 2002.01873v2 · doi: 10.48550/arxiv.2002.01873 · pith_short_12: 2643FB6VPQGZ · pith_short_16: 2643FB6VPQGZBF6Z · pith_short_8: 2643FB6V

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/2643FB6VPQGZBF6ZIBB5FZ3KND \
  | 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: d7b9b287d57c0d9097d94043d2e76a68ea27d34f6c30386762d8e546b3737e46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fe4de4a99839dfeee6157a5ad61f625d469a6c0050135292fbd7b607282abdd",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-05T17:24:39Z",
    "title_canon_sha256": "091a1a2ef5f4e6842b29898496675ea4a9a80f5f81c7d3006520b5883dcc706c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.01873",
    "kind": "arxiv",
    "version": 2
  }
}