Pith Number

pith:XX4OSIWS

pith:2025:XX4OSIWSHYTK2J52SYHFSYF4IR

not attested not anchored not stored refs pending

Resolving Memorization in Empirical Diffusion Model for Manifold Data in High-Dimensional Spaces

Tan Minh Nguyen, Xin T. Tong, Yang Lyu, Yuchun Qian

arxiv:2505.02508 v3 · 2025-05-05 · stat.ML · cs.LG · math.ST · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XX4OSIWSHYTK2J52SYHFSYF4IR}

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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

4 papers in Pith

A Quantitative Approximation Framework for Flow Distillation in Diffusion Models

Intrinsic Wasserstein Rates for Score-Based Generative Models on Smooth Manifolds

On The Hidden Biases of Flow Matching Samplers

Understanding diffusion models requires rethinking (again) generalization

Receipt and verification

First computed	2026-07-05T11:47:22.578960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdf8e922d23e26ad27ba960e5960bc4474ceb94c383520d736709426b00c0c12

Aliases

arxiv: 2505.02508 · arxiv_version: 2505.02508v3 · doi: 10.48550/arxiv.2505.02508 · pith_short_12: XX4OSIWSHYTK · pith_short_16: XX4OSIWSHYTK2J52 · pith_short_8: XX4OSIWS

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/XX4OSIWSHYTK2J52SYHFSYF4IR \
  | 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: bdf8e922d23e26ad27ba960e5960bc4474ceb94c383520d736709426b00c0c12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9387c112f438551227310ab1e5b64765f632ff20c240c759e9db26b66e5273c",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-05T09:40:41Z",
    "title_canon_sha256": "8953fd4d3682753aa80c0231707b3354e43c667add598da63487000365bdf75f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02508",
    "kind": "arxiv",
    "version": 3
  }
}