Pith Number

pith:FYLAPNZM

pith:2021:FYLAPNZMJM4NXFL6HXT3ZG2DZ5

not attested not anchored not stored refs pending

Gradient-based Bayesian Experimental Design for Implicit Models using Mutual Information Lower Bounds

Michael U. Gutmann, Steven Kleinegesse

arxiv:2105.04379 v1 · 2021-05-10 · stat.ML · cs.LG · stat.CO · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FYLAPNZMJM4NXFL6HXT3ZG2DZ5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Action-BED: Task-Driven Bayesian Experimental Design with Singly Intractable Objectives

Variational Sequential Optimal Experimental Design using Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:38:56.599803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e1607b72c4b38db957e3de7bc9b43cf5bb2305a4747975382273162fb0174ba

Aliases

arxiv: 2105.04379 · arxiv_version: 2105.04379v1 · doi: 10.48550/arxiv.2105.04379 · pith_short_12: FYLAPNZMJM4N · pith_short_16: FYLAPNZMJM4NXFL6 · pith_short_8: FYLAPNZM

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/FYLAPNZMJM4NXFL6HXT3ZG2DZ5 \
  | 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: 2e1607b72c4b38db957e3de7bc9b43cf5bb2305a4747975382273162fb0174ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fe7f5222759e71f5815dff75fc9f968f4f15d09ca99668e57a7a63a4bff7d7a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-05-10T13:59:25Z",
    "title_canon_sha256": "ccd7a3c1b989155a9f7e5909fb0ce5e916f9219b38348b8d7bf3944e38737a56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04379",
    "kind": "arxiv",
    "version": 1
  }
}