Pith Number

pith:HKBFETY5

pith:2019:HKBFETY5SHHZXABA4RS2UKFA6K

not attested not anchored not stored refs pending

Optimize TSK Fuzzy Systems for Regression Problems: Mini-Batch Gradient Descent with Regularization, DropRule and AdaBound (MBGD-RDA)

Dongrui Wu, Ye Yuan, Yihua Tan

arxiv:1903.10951 v4 · 2019-03-26 · cs.LG · cs.AI · cs.NE · stat.ML

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\usepackage{pith}
\pithnumber{HKBFETY5SHHZXABA4RS2UKFA6K}

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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

Optimize TSK Fuzzy Systems for Classification Problems: Mini-Batch Gradient Descent with Uniform Regularization and Batch Normalization

Receipt and verification

First computed	2026-07-05T00:23:03.654649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a82524f1d91cf9b8020e465aa28a0f290275373e5582bc1faa955c90b43f62f

Aliases

arxiv: 1903.10951 · arxiv_version: 1903.10951v4 · doi: 10.48550/arxiv.1903.10951 · pith_short_12: HKBFETY5SHHZ · pith_short_16: HKBFETY5SHHZXABA · pith_short_8: HKBFETY5

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/HKBFETY5SHHZXABA4RS2UKFA6K \
  | 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: 3a82524f1d91cf9b8020e465aa28a0f290275373e5582bc1faa955c90b43f62f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7940501970525e6e9053c3737004f17c99ec0c1a51ec9e8e919a548564ce0bc4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-26T15:16:24Z",
    "title_canon_sha256": "d68c5c28542566fa6f89ec7ba1ab76850c8cf0daa3bb324633f5d54f1e3fa587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.10951",
    "kind": "arxiv",
    "version": 4
  }
}