Pith Number

pith:47XD4TSF

pith:2021:47XD4TSFLQZRLUA5T7546LBNAZ

not attested not anchored not stored refs pending

On Memorization in Probabilistic Deep Generative Models

Christopher K. I. Williams, Gerrit J. J. van den Burg

arxiv:2106.03216 v4 · 2021-06-06 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{47XD4TSFLQZRLUA5T7546LBNAZ}

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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

Diffusion Models Memorize in Training -- and Generalize in Inference

Receipt and verification

First computed	2026-07-05T03:44:10.756794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7ee3e4e455c3315d01d9ffbcf2c2d065ca947c4327e86280916ed29db8e3359

Aliases

arxiv: 2106.03216 · arxiv_version: 2106.03216v4 · doi: 10.48550/arxiv.2106.03216 · pith_short_12: 47XD4TSFLQZR · pith_short_16: 47XD4TSFLQZRLUA5 · pith_short_8: 47XD4TSF

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/47XD4TSFLQZRLUA5T7546LBNAZ \
  | 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: e7ee3e4e455c3315d01d9ffbcf2c2d065ca947c4327e86280916ed29db8e3359

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6facfa8973c005e17f0f3cf9b5aea0c5e1ac64f6954c86c04bd94154495d09ba",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-06T19:33:04Z",
    "title_canon_sha256": "c4fc18fb508c0bfc480d58641a8707c843dc267f4442820e2027012a1d4653d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03216",
    "kind": "arxiv",
    "version": 4
  }
}