Pith Number

pith:CLO3JRF6

pith:2024:CLO3JRF6M2IWBSKOF3G7WKKYOP

not attested not anchored not stored refs pending

Normalizing Flows are Capable Generative Models

David Berthelot, Huangjie Zheng, Jiatao Gu, Josh Susskind, Miguel Angel Bautista, Navdeep Jaitly, Preetum Nakkiran, Ruixiang Zhang, Shuangfei Zhai, Tianrong Chen

arxiv:2412.06329 v3 · 2024-12-09 · cs.CV · 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{CLO3JRF6M2IWBSKOF3G7WKKYOP}

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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

16 papers in Pith

MIMFlow: Integrating Masked Image Modeling with Normalizing Flows for End-to-End Image Generation

Unsupervised Disentanglement Without Compromises : How Functional Orthogonality Enforces Identifiability

WavTTS: Towards High-Quality Zero-Shot TTS via Direct Raw Waveform Modeling

MIMFlow: Integrating Masked Image Modeling with Normalizing Flows for End-to-End Image Generation

SRC-Flow: Compact Semantic Representations Enable Normalizing Flows for Image Generation

Receipt and verification

First computed	2026-07-05T11:17:23.116752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12ddb4c4be669160c94e2ecdfb295873dd5bd923c6d6321965c482292ade6e4d

Aliases

arxiv: 2412.06329 · arxiv_version: 2412.06329v3 · doi: 10.48550/arxiv.2412.06329 · pith_short_12: CLO3JRF6M2IW · pith_short_16: CLO3JRF6M2IWBSKO · pith_short_8: CLO3JRF6

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/CLO3JRF6M2IWBSKOF3G7WKKYOP \
  | 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: 12ddb4c4be669160c94e2ecdfb295873dd5bd923c6d6321965c482292ade6e4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "086cbdc632efbb6f47292cc5a6c9ac2501314e78367513de7edd738d1bcb3ed4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-09T09:28:06Z",
    "title_canon_sha256": "b6346cc270e41acf2be689deef4d881b383f89ab23af3d9bdf92e521cc604292"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06329",
    "kind": "arxiv",
    "version": 3
  }
}