Pith Number

pith:BPTVNTFW

pith:2024:BPTVNTFWHAM6ZDDWEOKVLCNKJF

not attested not anchored not stored refs pending

Understanding and Mitigating Memorization in Generative Models via Sharpness of Probability Landscapes

Albert No, Dongjae Jeon, Dueun Kim

arxiv:2412.04140 v5 · 2024-12-05 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BPTVNTFWHAM6ZDDWEOKVLCNKJF}

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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

3 papers in Pith

Global Convergence of Sampling-Based Nonconvex Optimization through Diffusion-Style Smoothing

Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data

On the Memorization of Consistency Distillation for Diffusion Models

Receipt and verification

First computed	2026-07-05T11:55:37.025646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be756ccb63819ec8c7623955589aa496d339ff36f1f2155dccaa1d3b3bacb1f

Aliases

arxiv: 2412.04140 · arxiv_version: 2412.04140v5 · doi: 10.48550/arxiv.2412.04140 · pith_short_12: BPTVNTFWHAM6 · pith_short_16: BPTVNTFWHAM6ZDDW · pith_short_8: BPTVNTFW

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/BPTVNTFWHAM6ZDDWEOKVLCNKJF \
  | 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: 0be756ccb63819ec8c7623955589aa496d339ff36f1f2155dccaa1d3b3bacb1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cca6b7c20897ea2f669c8ef0246c0685ef9ed6e77d43cf495ad7479a79c85573",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T13:07:24Z",
    "title_canon_sha256": "65562364915ffe6541cc179393c770c52ee0581bb8287163017f85668f452a5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04140",
    "kind": "arxiv",
    "version": 5
  }
}