Pith Number

pith:KZF6FZ6O

pith:2020:KZF6FZ6OAOWTURY6FRMMLGPA67

not attested not anchored not stored refs pending

Bayesian Experimental Design for Implicit Models by Mutual Information Neural Estimation

Michael U. Gutmann, Steven Kleinegesse

arxiv:2002.08129 v3 · 2020-02-19 · stat.ML · cs.LG · stat.CO · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZF6FZ6OAOWTURY6FRMMLGPA67}

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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

Variational Sequential Optimal Experimental Design using Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:27:02.282312Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

564be2e7ce03ad3a471e2c58c599e0f7eedaaa61dd81255d6ba5854acffa5039

Aliases

arxiv: 2002.08129 · arxiv_version: 2002.08129v3 · doi: 10.48550/arxiv.2002.08129 · pith_short_12: KZF6FZ6OAOWT · pith_short_16: KZF6FZ6OAOWTURY6 · pith_short_8: KZF6FZ6O

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/KZF6FZ6OAOWTURY6FRMMLGPA67 \
  | 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: 564be2e7ce03ad3a471e2c58c599e0f7eedaaa61dd81255d6ba5854acffa5039

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d96b3cb24a808f9886e7d4cb9f9550f233f269c9d5b83799820499b80d038655",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-02-19T12:09:42Z",
    "title_canon_sha256": "2f875ba5f85152bfc3e67291a2f2863873f2faebb02a979d6544b729bc656eda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.08129",
    "kind": "arxiv",
    "version": 3
  }
}