Pith Number

pith:OSRK4UFQ

pith:2023:OSRK4UFQ4JSNBHSIJL3UXZL4RW

not attested not anchored not stored refs pending

Generalization in diffusion models arises from geometry-adaptive harmonic representations

Eero P. Simoncelli, Florentin Guth, St\'ephane Mallat, Zahra Kadkhodaie

arxiv:2310.02557 v3 · 2023-10-04 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{OSRK4UFQ4JSNBHSIJL3UXZL4RW}

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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

10 papers in Pith

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

A Theoretical Analysis of Memory and Overfitting Phenomena in Stochastic Interpolation Models

Generating quantum ensembles via reverse-time quantum diffusions

Diffusion Model Attribution via Spectral Coupling of Denoiser Responses

From Score Matching to Diffusion: A Fine-Grained Error Analysis in the Gaussian Setting

Receipt and verification

First computed	2026-07-05T10:21:51.914157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74a2ae50b0e264d09e484af74be57c8db4d98e653926a0ba233dee72d8bc8648

Aliases

arxiv: 2310.02557 · arxiv_version: 2310.02557v3 · doi: 10.48550/arxiv.2310.02557 · pith_short_12: OSRK4UFQ4JSN · pith_short_16: OSRK4UFQ4JSNBHSI · pith_short_8: OSRK4UFQ

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/OSRK4UFQ4JSNBHSIJL3UXZL4RW \
  | 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: 74a2ae50b0e264d09e484af74be57c8db4d98e653926a0ba233dee72d8bc8648

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f0eceee7bc407b395dfaa1dc4311d53f3209ad62fb2aab5cdce76656e9744f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-04T03:30:32Z",
    "title_canon_sha256": "81d7597b1c768baf5a941c6cafac032e725a6a21b16485d52304b7030c59129d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02557",
    "kind": "arxiv",
    "version": 3
  }
}