Pith Number

pith:U2FRA75M

pith:2019:U2FRA75MD75NK7TCTFYCO3NS4N

not attested not anchored not stored refs pending

High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions

Andrea Bommert, Bernd Bischl, Florian Pfisterer, J\"org Rahnenf\"uhrer, Michel Lang, Xudong Sun

arxiv:1902.08999 v2 · 2019-02-24 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{U2FRA75MD75NK7TCTFYCO3NS4N}

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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

Tutorial and Survey on Probabilistic Graphical Model and Variational Inference in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-04T23:52:35.122447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a68b107fac1ffad57e629970276db2e34fd9b29c37d53344e99b5edf304ba51c

Aliases

arxiv: 1902.08999 · arxiv_version: 1902.08999v2 · doi: 10.48550/arxiv.1902.08999 · pith_short_12: U2FRA75MD75N · pith_short_16: U2FRA75MD75NK7TC · pith_short_8: U2FRA75M

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/U2FRA75MD75NK7TCTFYCO3NS4N \
  | 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: a68b107fac1ffad57e629970276db2e34fd9b29c37d53344e99b5edf304ba51c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bf5b3ee16db1ff63035eeabd91585b9e4a290e67780631acd5a1b3a94c1f6ca",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-24T19:48:30Z",
    "title_canon_sha256": "ba8fb560f73ec73461efed9d4113ba9fae588d6e8721099a79881f3a7f67c5b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.08999",
    "kind": "arxiv",
    "version": 2
  }
}