Pith Number

pith:7HCLSZAK

pith:2025:7HCLSZAKET66ZZS2Y3PP6F72QC

not attested not anchored not stored refs pending

Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design

Elliot E. Hui, Vincent D. Zaballa

arxiv:2502.08004 v1 · 2025-02-11 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7HCLSZAKET66ZZS2Y3PP6F72QC}

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.

Receipt and verification

First computed	2026-07-05T10:13:13.505451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9c4b9640a24fdece65ac6deff17fa80a512af47fc227b0c026cfa6ae39a4d1f

Aliases

arxiv: 2502.08004 · arxiv_version: 2502.08004v1 · doi: 10.48550/arxiv.2502.08004 · pith_short_12: 7HCLSZAKET66 · pith_short_16: 7HCLSZAKET66ZZS2 · pith_short_8: 7HCLSZAK

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/7HCLSZAKET66ZZS2Y3PP6F72QC \
  | 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: f9c4b9640a24fdece65ac6deff17fa80a512af47fc227b0c026cfa6ae39a4d1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94da0b323e47c0037e6203ae6acb6e8ebea57c336a10b179ca801d903cb53148",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-11T22:58:18Z",
    "title_canon_sha256": "f099224286adfca6064aa8cb83615bb27fab22bfbc7d0be7733d9c3c67e38265"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08004",
    "kind": "arxiv",
    "version": 1
  }
}