Pith Number

pith:OGSJUDJU

pith:2024:OGSJUDJU2ORS6HR3BXR56TRYCA

not attested not anchored not stored refs pending

A Geometric Framework for Understanding Memorization in Generative Models

Brendan Leigh Ross, Gabriel Loaiza-Ganem, George Stein, Hamidreza Kamkari, Jesse C. Cresswell, Rasa Hosseinzadeh, Tongzi Wu, Zhaoyan Liu

arxiv:2411.00113 v2 · 2024-10-31 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OGSJUDJU2ORS6HR3BXR56TRYCA}

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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

1 paper in Pith

Filtering Memorization from Parameter-Space in Diffusion Models

Receipt and verification

First computed	2026-07-05T10:30:02.686183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71a49a0d34d3a32f1e3b0de3df4e38101ae9b1478dfa55a1abd55540e1af85ea

Aliases

arxiv: 2411.00113 · arxiv_version: 2411.00113v2 · doi: 10.48550/arxiv.2411.00113 · pith_short_12: OGSJUDJU2ORS · pith_short_16: OGSJUDJU2ORS6HR3 · pith_short_8: OGSJUDJU

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/OGSJUDJU2ORS6HR3BXR56TRYCA \
  | 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: 71a49a0d34d3a32f1e3b0de3df4e38101ae9b1478dfa55a1abd55540e1af85ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d6cda8121d1b09abc8b4cd5b514e53907a2b4a5403353dc3812b0e50e7d462f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-31T18:09:01Z",
    "title_canon_sha256": "7bbd971bf5ef223cb42b1f1ba1e007fbeaacf73c4e6c24c6fb885b47ca18c15c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00113",
    "kind": "arxiv",
    "version": 2
  }
}