Pith Number

pith:WTLFQGDP

pith:2024:WTLFQGDPFT5SFVSFQVYX7U4Z4N

not attested not anchored not stored refs pending

Exploring Local Memorization in Diffusion Models via Bright Ending Attention

Chang Xu, Chen Chen, Daochang Liu, Mubarak Shah

arxiv:2410.21665 v2 · 2024-10-29 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WTLFQGDPFT5SFVSFQVYX7U4Z4N}

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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

5 papers in Pith

Broken Memories: Detecting and Mitigating Memorization in Diffusion Models with Degraded Generations

Diffusion Models Memorize in Training -- and Generalize in Inference

Filtering Memorization from Parameter-Space in Diffusion Models

Receipt and verification

First computed	2026-07-05T10:53:48.853905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4d658186f2cfb22d64585717fd399e3461dcfc4d3a6cb79ba69b1af48baaeaf

Aliases

arxiv: 2410.21665 · arxiv_version: 2410.21665v2 · doi: 10.48550/arxiv.2410.21665 · pith_short_12: WTLFQGDPFT5S · pith_short_16: WTLFQGDPFT5SFVSF · pith_short_8: WTLFQGDP

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/WTLFQGDPFT5SFVSFQVYX7U4Z4N \
  | 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: b4d658186f2cfb22d64585717fd399e3461dcfc4d3a6cb79ba69b1af48baaeaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dea391b2510037e1bb1aba675e3dc45283d501e09a23bcdf2d6537599b689e0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-29T02:16:01Z",
    "title_canon_sha256": "fc372d9159ff41f033d55c2468a2e439c85369777f438dbb2d356fe45164db11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21665",
    "kind": "arxiv",
    "version": 2
  }
}