Pith Number

pith:IQ6OBXIQ

pith:2019:IQ6OBXIQJT2MU2ZPUAAJDA2ERC

not attested not anchored not stored refs pending

Neural Density Estimation and Likelihood-free Inference

George Papamakarios

arxiv:1910.13233 v1 · 2019-10-29 · 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{IQ6OBXIQJT2MU2ZPUAAJDA2ERC}

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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

4 papers in Pith

A Convex Approximation Framework for Neural Likelihood-Based Bayesian Inverse Problems

Amortized Energy-Based Bayesian Inference

Rapid and robust simulation-based inference for kilonovae

Neural Simulation-based Inference with Hierarchical Priors for Detached Eclipsing Binaries

Receipt and verification

First computed	2026-07-05T00:15:42.587239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

443ce0dd104cf4ca6b2fa00091834488912cd070839d942641e9385ee17d35d3

Aliases

arxiv: 1910.13233 · arxiv_version: 1910.13233v1 · doi: 10.48550/arxiv.1910.13233 · pith_short_12: IQ6OBXIQJT2M · pith_short_16: IQ6OBXIQJT2MU2ZP · pith_short_8: IQ6OBXIQ

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/IQ6OBXIQJT2MU2ZPUAAJDA2ERC \
  | 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: 443ce0dd104cf4ca6b2fa00091834488912cd070839d942641e9385ee17d35d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f841dc8326c1c61c070b5a869dbdf52068d2e85f19ed3fb4cbafc78cb0c9769",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-10-29T12:52:33Z",
    "title_canon_sha256": "b374815677ab4e8d406f87af35c446dcc0491049b075f2bdb329478b364aec53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.13233",
    "kind": "arxiv",
    "version": 1
  }
}