Pith Number

pith:IEQS2LHS

pith:2019:IEQS2LHSBZWT5PRIYFFAODES5E

not attested not anchored not stored refs pending

Likelihood-free MCMC with Amortized Approximate Ratio Estimators

Gilles Louppe, Joeri Hermans, Volodimir Begy

arxiv:1903.04057 v5 · 2019-03-10 · 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{IEQS2LHSBZWT5PRIYFFAODES5E}

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

4 papers in Pith

GenSBI: Generative Methods for Simulation-Based Inference in JAX

21cmEMUv3: a hybrid diffusion-LSTM emulator of 21cmFAST summary observables

Learning the Universe: Posterior Reliability of Neural Generative Models in High-Dimensional Field-Level Inference of Cosmic Initial Conditions

Learning the Universe with cosmological rescaling of merger trees and semi-analytic galaxy formation models

Receipt and verification

First computed	2026-07-05T01:13:41.333818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41212d2cf20e6d3ebe28c14a070c92e927e13d4c861af6370eb2269fc8ce79b1

Aliases

arxiv: 1903.04057 · arxiv_version: 1903.04057v5 · doi: 10.48550/arxiv.1903.04057 · pith_short_12: IEQS2LHSBZWT · pith_short_16: IEQS2LHSBZWT5PRI · pith_short_8: IEQS2LHS

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/IEQS2LHSBZWT5PRIYFFAODES5E \
  | 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: 41212d2cf20e6d3ebe28c14a070c92e927e13d4c861af6370eb2269fc8ce79b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1783b1d591c1750c7463323582d766d071f08eaa0653526a50b3ecffb7ed830",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-03-10T20:51:02Z",
    "title_canon_sha256": "fcad2daef7768f42e8df796c4851e11439a0b333ea029990d74f192123f82e30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.04057",
    "kind": "arxiv",
    "version": 5
  }
}