Pith Number

pith:SZXLEIZM

pith:2016:SZXLEIZMTZBMQUIHZ3ZE4RCKJ5

not attested not anchored not stored refs pending

Fast $\epsilon$-free Inference of Simulation Models with Bayesian Conditional Density Estimation

George Papamakarios, Iain Murray

arxiv:1605.06376 v4 · 2016-05-20 · stat.ML · cs.LG · stat.CO

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SZXLEIZMTZBMQUIHZ3ZE4RCKJ5}

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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

8 papers in Pith

Machine Learning Techniques for Astrophysics and Cosmology: Lyman-$\alpha$ forest

Inherited or produced? Inferring protein production kinetics when protein counts are shaped by a cell's division history

Graph-based Summary Statistics for Revealing the Stochastic Gravitational Wave Background in Pulsar Timing Arrays

A Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios

Neural Posterior Estimation for UHECR source inference from 3D propagation simulations

Receipt and verification

First computed	2026-05-18T00:19:42.796827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

966eb2232c9e42c85107cef24e444a4f6dec17cf6ef947236b1128563704a7ce

Aliases

arxiv: 1605.06376 · arxiv_version: 1605.06376v4 · doi: 10.48550/arxiv.1605.06376 · pith_short_12: SZXLEIZMTZBM · pith_short_16: SZXLEIZMTZBMQUIH · pith_short_8: SZXLEIZM

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/SZXLEIZMTZBMQUIHZ3ZE4RCKJ5 \
  | 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: 966eb2232c9e42c85107cef24e444a4f6dec17cf6ef947236b1128563704a7ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f897ab34151d5c01bf0f06f592759e4e8f51ef3b620002007d00f23e27782324",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-05-20T14:34:38Z",
    "title_canon_sha256": "eed5b2c01de5c82296dd941b98523001a7a126eddba4fbcc0f48d0607fca66e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1605.06376",
    "kind": "arxiv",
    "version": 4
  }
}