Pith Number

pith:SBQO4BJM

pith:2021:SBQO4BJMXIPJ3PEXUPLGQ6KOER

not attested not anchored not stored refs pending

Improving usual Naive Bayes classifier performances with Neural Naive Bayes based models

Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski

arxiv:2111.07307 v1 · 2021-11-14 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{SBQO4BJMXIPJ3PEXUPLGQ6KOER}

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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

Deep Learning of Continuous and Structured Policies for Aggregated Heterogeneous Treatment Effects

Receipt and verification

First computed	2026-07-05T03:31:38.704064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9060ee052cba1e9dbc97a3d668794e244d8160641fba5d61ff147b0e905663d0

Aliases

arxiv: 2111.07307 · arxiv_version: 2111.07307v1 · doi: 10.48550/arxiv.2111.07307 · pith_short_12: SBQO4BJMXIPJ · pith_short_16: SBQO4BJMXIPJ3PEX · pith_short_8: SBQO4BJM

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/SBQO4BJMXIPJ3PEXUPLGQ6KOER \
  | 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: 9060ee052cba1e9dbc97a3d668794e244d8160641fba5d61ff147b0e905663d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74f73ed4f69e90fd964ead915cfe2368aeb1bf28a0670ef0b75ad5e29d1d6bb9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-11-14T10:42:26Z",
    "title_canon_sha256": "52f76def3564330f930aa67c27f26270a02fac0489bdb23759dac8ec12ef2362"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.07307",
    "kind": "arxiv",
    "version": 1
  }
}