Pith Number

pith:CPUI4FZL

pith:2022:CPUI4FZLYH7QEUCLWCDO7SCHJO

not attested not anchored not stored refs pending

Maximum Likelihood Learning of Unnormalized Models for Simulation-Based Inference

Arnaud Doucet, Arthur Gretton, Michael Arbel, Pierre Glaser, Samo Hromadka

arxiv:2210.14756 v2 · 2022-10-26 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CPUI4FZLYH7QEUCLWCDO7SCHJO}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T06:02:00.933547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13e88e172bc1ff02504bb086efc8474bb3f9ee39e9d55288aef45c44c44c2d81

Aliases

arxiv: 2210.14756 · arxiv_version: 2210.14756v2 · doi: 10.48550/arxiv.2210.14756 · pith_short_12: CPUI4FZLYH7Q · pith_short_16: CPUI4FZLYH7QEUCL · pith_short_8: CPUI4FZL

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/CPUI4FZLYH7QEUCLWCDO7SCHJO \
  | 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: 13e88e172bc1ff02504bb086efc8474bb3f9ee39e9d55288aef45c44c44c2d81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "789ec7f28f67f9b8f97dc5bf349f386ff67f13f57299129e730165ff35ae8ac5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-26T14:38:24Z",
    "title_canon_sha256": "f8be5beeea7ecad69bba4bc6d363bc5de078c6a05d7aba34cd71c12c88a0f98d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.14756",
    "kind": "arxiv",
    "version": 2
  }
}