Pith Number

pith:SFCUMWGV

pith:2025:SFCUMWGVZBMPBDTJLC5LLN3QXO

not attested not anchored not stored refs pending

Implicit Regularisation in Diffusion Models: An Algorithm-Dependent Generalisation Analysis

Arnaud Doucet, George Deligiannidis, Patrick Rebeschini, Tyler Farghly

arxiv:2507.03756 v1 · 2025-07-04 · stat.ML · cs.LG · math.ST · stat.TH

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\usepackage{pith}
\pithnumber{SFCUMWGVZBMPBDTJLC5LLN3QXO}

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Record completeness

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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

1 paper in Pith

Diffusion Models Memorize in Training -- and Generalize in Inference

Receipt and verification

First computed	2026-07-05T11:32:04.586216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91454658d5c858f08e6958bab5b770bbb1c15a1d66c1091279ea78fbe145a717

Aliases

arxiv: 2507.03756 · arxiv_version: 2507.03756v1 · doi: 10.48550/arxiv.2507.03756 · pith_short_12: SFCUMWGVZBMP · pith_short_16: SFCUMWGVZBMPBDTJ · pith_short_8: SFCUMWGV

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/SFCUMWGVZBMPBDTJLC5LLN3QXO \
  | 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: 91454658d5c858f08e6958bab5b770bbb1c15a1d66c1091279ea78fbe145a717

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1aaaa6cc85e3ab93689efa7c551f590814cdce59e391017e6d6ff4e3253b33cd",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-04T18:07:06Z",
    "title_canon_sha256": "8d1bf183f236230d9d8e8cc5ade3e9585de6cd27898a5a29b40221d9dc79c0bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03756",
    "kind": "arxiv",
    "version": 1
  }
}