Pith Number

pith:K4RGLFRI

pith:2025:K4RGLFRIMTOWACACSLT55HF2LO

not attested not anchored not stored refs pending

Reverse Markov Learning: Multi-Step Generative Models for Complex Distributions

Nicolai Meinshausen, Tong Zhang, Xinwei Shen

arxiv:2502.13747 v2 · 2025-02-19 · cs.LG · stat.ME · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K4RGLFRIMTOWACACSLT55HF2LO}

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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

2 papers in Pith

Distributional Autoencoders Know the Score

EnScale: Temporally-consistent multivariate generative downscaling via proper scoring rules

Receipt and verification

First computed	2026-07-05T11:55:16.851104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

572265962864dd60080292e7de9cba5ba47db39c659c749ae0f3c374de217c4c

Aliases

arxiv: 2502.13747 · arxiv_version: 2502.13747v2 · doi: 10.48550/arxiv.2502.13747 · pith_short_12: K4RGLFRIMTOW · pith_short_16: K4RGLFRIMTOWACAC · pith_short_8: K4RGLFRI

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/K4RGLFRIMTOWACACSLT55HF2LO \
  | 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: 572265962864dd60080292e7de9cba5ba47db39c659c749ae0f3c374de217c4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a32bfae06edc3d35c48509e6bf4218ae75eeffd00b14e85ae888711ef2c6d1f",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-19T14:10:15Z",
    "title_canon_sha256": "9c8b906da8d8fc64d39aa278196537b828ca47ad7ef5b5023fc442539c0332a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13747",
    "kind": "arxiv",
    "version": 2
  }
}