Pith Number

pith:DSOLGYCQ

pith:2019:DSOLGYCQGOBCPVVWNOPRVXRUZ4

not attested not anchored not stored refs pending

Neural Spline Flows

Artur Bekasov, Conor Durkan, George Papamakarios, Iain Murray

arxiv:1906.04032 v2 · 2019-06-10 · 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{DSOLGYCQGOBCPVVWNOPRVXRUZ4}

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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

21 papers in Pith

Weakly supervised machine learning for model-agnostic searches of new phenomena in the $\gamma$-ray sky

Projecting the ultimate pulsar timing sensitivity to dark matter substructure in a stochastic gravitational wave background

Field-level vs summaries: convergence of information in non-Gaussian density fields

Factorizable Normalizing Flows for parameter-dependent density morphing

Neural posterior estimation of Galactic Binary signals for the LISA mission

Receipt and verification

First computed	2026-07-05T00:23:05.498107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c9cb36050338227d6b66b9f1ade34cf0ad064ca1b1e796394992e0970cbbedc

Aliases

arxiv: 1906.04032 · arxiv_version: 1906.04032v2 · doi: 10.48550/arxiv.1906.04032 · pith_short_12: DSOLGYCQGOBC · pith_short_16: DSOLGYCQGOBCPVVW · pith_short_8: DSOLGYCQ

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/DSOLGYCQGOBCPVVWNOPRVXRUZ4 \
  | 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: 1c9cb36050338227d6b66b9f1ade34cf0ad064ca1b1e796394992e0970cbbedc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c72557465798069f672b84d2490a9788d2988b84e16838330ca6315e22260be",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-06-10T14:43:23Z",
    "title_canon_sha256": "e83dc2b9b248b31f679787cd28d21978e2e22ec8f23be503dc54627958d113fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.04032",
    "kind": "arxiv",
    "version": 2
  }
}