Pith Number

pith:ZJMSWVCU

pith:2024:ZJMSWVCUKI6257GFZZGRASHFAV

not attested not anchored not stored refs pending

Deep Generative Models through the Lens of the Manifold Hypothesis: A Survey and New Connections

Anthony L. Caterini, Brendan Leigh Ross, Gabriel Loaiza-Ganem, Jesse C. Cresswell, Rasa Hosseinzadeh

arxiv:2404.02954 v2 · 2024-04-03 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZJMSWVCUKI6257GFZZGRASHFAV}

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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

5 papers in Pith

Localizing Memorized Regions in Diffusion Models via Coordinate-Wise Curvature Differences

Provably Learning Diffusion Models under the Manifold Hypothesis: Collapse and Refine

Why Code, Why Now: An Information-Theoretic Perspective on the Limits of Machine Learning

What Matters for Diffusion-Friendly Latent Manifold? Prior-Aligned Autoencoders for Latent Diffusion

Bi-Lipschitz Autoencoder With Injectivity Guarantee

Receipt and verification

First computed	2026-07-05T09:11:46.910716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca592b5454523daefcc5ce4d1048e50565ab7c159087ee30d1a7a8b557b68b7d

Aliases

arxiv: 2404.02954 · arxiv_version: 2404.02954v2 · doi: 10.48550/arxiv.2404.02954 · pith_short_12: ZJMSWVCUKI62 · pith_short_16: ZJMSWVCUKI6257GF · pith_short_8: ZJMSWVCU

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/ZJMSWVCUKI6257GFZZGRASHFAV \
  | 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: ca592b5454523daefcc5ce4d1048e50565ab7c159087ee30d1a7a8b557b68b7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab76caaac79f6f0d379f77b660dd8b61a4001c246d5eb6cda0e37be03095fc8e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-03T18:00:00Z",
    "title_canon_sha256": "a37cc2403bb8d9f605db2ce5d8ce3e230a601a3094439cff85b9a1fd830cd13b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02954",
    "kind": "arxiv",
    "version": 2
  }
}