Pith Number

pith:WTYP6KDE

pith:2023:WTYP6KDELTDNHBXJOBPAQIXZAT

not attested not anchored not stored refs pending

Extracting Training Data from Diffusion Models

Borja Balle, Daphne Ippolito, Eric Wallace, Florian Tram\`er, Jamie Hayes, Matthew Jagielski, Milad Nasr, Nicholas Carlini, Vikash Sehwag

arxiv:2301.13188 v1 · 2023-01-30 · cs.CR · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WTYP6KDELTDNHBXJOBPAQIXZAT}

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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

4 papers in Pith

Auditing Training Data in Generative Music Models via Black-Box Membership Inference

Diffusion Models Memorize in Training -- and Generalize in Inference

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Quantum-inspired tensor networks in machine learning models

Receipt and verification

First computed	2026-07-05T05:37:01.661171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4f0ff28645cc6d386e9705e0822f904fcee8039e93c1e9fe893ef2022eb1422

Aliases

arxiv: 2301.13188 · arxiv_version: 2301.13188v1 · doi: 10.48550/arxiv.2301.13188 · pith_short_12: WTYP6KDELTDN · pith_short_16: WTYP6KDELTDNHBXJ · pith_short_8: WTYP6KDE

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/WTYP6KDELTDNHBXJOBPAQIXZAT \
  | 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: b4f0ff28645cc6d386e9705e0822f904fcee8039e93c1e9fe893ef2022eb1422

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "714b460d2ee2cc1e8cd2c0b5904b430a88961c9c78f306c4952f8de0fa49ca82",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-01-30T18:53:09Z",
    "title_canon_sha256": "d81c40bac48ec1ee7e6768d9584d34bfdd1b34084c194d54b556752b2663d29c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13188",
    "kind": "arxiv",
    "version": 1
  }
}