Pith Number

pith:JTQ7EXKW

pith:2020:JTQ7EXKWPEE2IDHI626IZCWI5H

not attested not anchored not stored refs pending

BayesFlow: Learning complex stochastic models with invertible neural networks

Andreas Voss, Lynton Ardizzone, Stefan T. Radev, Ulf K. Mertens, Ullrich K\"othe

arxiv:2003.06281 v4 · 2020-03-13 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{JTQ7EXKWPEE2IDHI626IZCWI5H}

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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

7 papers in Pith

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

One Generator, Any Process: LLM-Conditioning for the LHC

GenSBI: Generative Methods for Simulation-Based Inference in JAX

One Generator, Any Process: LLM-Conditioning for the LHC

Amortized Energy-Based Bayesian Inference

Receipt and verification

First computed	2026-07-05T07:42:59.292450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ce1f25d567909a40ce8f6bc8c8ac8e9e00009719d6019124b4429a595575efe

Aliases

arxiv: 2003.06281 · arxiv_version: 2003.06281v4 · doi: 10.48550/arxiv.2003.06281 · pith_short_12: JTQ7EXKWPEE2 · pith_short_16: JTQ7EXKWPEE2IDHI · pith_short_8: JTQ7EXKW

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/JTQ7EXKWPEE2IDHI626IZCWI5H \
  | 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: 4ce1f25d567909a40ce8f6bc8c8ac8e9e00009719d6019124b4429a595575efe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e9deb78c470fa33271846d70e2f066781506e86fd9b453c2b3ae69ff6efbc1d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-03-13T13:39:31Z",
    "title_canon_sha256": "9c3c324bc4890a1ef3dfdb1e3cd140867a4aa256a3075ddad658b96a8bddd457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.06281",
    "kind": "arxiv",
    "version": 4
  }
}