Pith Number

pith:4CFSWDKO

pith:2025:4CFSWDKON4D6UJCEQ44TA567N3

not attested not anchored not stored refs pending

Bigger Isn't Always Memorizing: Early Stopping Overparameterized Diffusion Models

Alessandro Favero, Antonio Sclocchi, Matthieu Wyart

arxiv:2505.16959 v2 · 2025-05-22 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4CFSWDKON4D6UJCEQ44TA567N3}

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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

7 papers in Pith

An exact information theory of generalization phase transitions in Bayesian diffusion models

Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles

Learn from your own latents and not from tokens: A sample-complexity theory

Memorisation, convergence and generalisation in generative models

diffGHOST: Diffusion based Generative Hedged Oblivious Synthetic Trajectories

Receipt and verification

First computed	2026-07-05T12:02:46.427920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e08b2b0d4e6f07ea244487393077df6ef56166600ba971acd1c88158bbd45eda

Aliases

arxiv: 2505.16959 · arxiv_version: 2505.16959v2 · doi: 10.48550/arxiv.2505.16959 · pith_short_12: 4CFSWDKON4D6 · pith_short_16: 4CFSWDKON4D6UJCE · pith_short_8: 4CFSWDKO

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/4CFSWDKON4D6UJCEQ44TA567N3 \
  | 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: e08b2b0d4e6f07ea244487393077df6ef56166600ba971acd1c88158bbd45eda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac07738ce3f9f9cec5730014a0156f770cd0a241ede316433d0a384044039351",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-22T17:40:08Z",
    "title_canon_sha256": "cfaea2fd5abcd9aab4ceb5a0f6a8110d6cb1a69866ff83e284442e6b6c4ee621"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16959",
    "kind": "arxiv",
    "version": 2
  }
}