Pith Number

pith:MWCJFWJA

pith:2025:MWCJFWJATH7KYTILFJF2QN2DCM

not attested not anchored not stored refs pending

On the Edge of Memorization in Diffusion Models

Druv Pai, Sam Buchanan, Valentin De Bortoli, Yi Ma

arxiv:2508.17689 v1 · 2025-08-25 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{MWCJFWJATH7KYTILFJF2QN2DCM}

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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

6 papers in Pith

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

Diffusion Models Memorize in Training -- and Generalize in Inference

Diffusion Processes on Implicit Manifolds

Adynamical systems view of training generativemodels and the memorization phenomenon

Diffusion Processes on Implicit Manifolds

Receipt and verification

First computed	2026-07-05T11:58:45.837897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

658492d92099feac4d0b2a4ba83743131e01868e04c55ff9e05727b949b582e2

Aliases

arxiv: 2508.17689 · arxiv_version: 2508.17689v1 · doi: 10.48550/arxiv.2508.17689 · pith_short_12: MWCJFWJATH7K · pith_short_16: MWCJFWJATH7KYTIL · pith_short_8: MWCJFWJA

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/MWCJFWJATH7KYTILFJF2QN2DCM \
  | 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: 658492d92099feac4d0b2a4ba83743131e01868e04c55ff9e05727b949b582e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbf9c1f222fdfcd8588a1a9a9f346e6de9fe090c0a4bf8de5a270d464d613f97",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-25T05:56:05Z",
    "title_canon_sha256": "277d1905b08a44d5fed97601f13e5233bc9ad5e455c3ca68921a21d0f69f99f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.17689",
    "kind": "arxiv",
    "version": 1
  }
}