Pith Number

pith:INB2M2YF

pith:2023:INB2M2YF2TZCA6A5APYK7Y6ZVG

not attested not anchored not stored refs pending

Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance

Shuhei Watanabe

arxiv:2304.11127 v5 · 2023-04-21 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{INB2M2YF2TZCA6A5APYK7Y6ZVG}

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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

16 papers in Pith

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A Leaf-Level Dataset for Soybean-Cotton Detection and Segmentation

Concise and Logically Consistent Conformal Sets for Neuro-Symbolic Concept-Based Models

Toto 2.0: Time Series Forecasting Enters the Scaling Era

Receipt and verification

First computed	2026-06-02T02:04:03.607358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4343a66b05d4f220781d03f0afe3d9a9bc40f77be46f5ab6d39642b9412b7aa7

Aliases

arxiv: 2304.11127 · arxiv_version: 2304.11127v5 · doi: 10.48550/arxiv.2304.11127 · pith_short_12: INB2M2YF2TZC · pith_short_16: INB2M2YF2TZCA6A5 · pith_short_8: INB2M2YF

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/INB2M2YF2TZCA6A5APYK7Y6ZVG \
  | 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: 4343a66b05d4f220781d03f0afe3d9a9bc40f77be46f5ab6d39642b9412b7aa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45df943b566b63385507f34f663640e0be445bc7ef47f50ae5060c672feeff41",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-21T17:02:38Z",
    "title_canon_sha256": "f138944d3e94573933f7497cc32906c44914c7761ea1fc921168f56cc49c1836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11127",
    "kind": "arxiv",
    "version": 5
  }
}