Pith Number

pith:34EUZIM3

pith:2023:34EUZIM3Q6CZ45VH5VMF2LDR36

not attested not anchored not stored refs pending

Score-based generative models learn manifold-like structures with constrained mixing

Ben Moran, Li Kevin Wenliang

arxiv:2311.09952 v1 · 2023-11-16 · stat.ML · 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{34EUZIM3Q6CZ45VH5VMF2LDR36}

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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

The two clocks and the innovation window: When and how generative models learn rules

Receipt and verification

First computed	2026-07-05T07:13:35.618407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df094ca19b87859e76a7ed585d2c71df827e08b6d88c522bbe40d8c4924c52a8

Aliases

arxiv: 2311.09952 · arxiv_version: 2311.09952v1 · doi: 10.48550/arxiv.2311.09952 · pith_short_12: 34EUZIM3Q6CZ · pith_short_16: 34EUZIM3Q6CZ45VH · pith_short_8: 34EUZIM3

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/34EUZIM3Q6CZ45VH5VMF2LDR36 \
  | 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: df094ca19b87859e76a7ed585d2c71df827e08b6d88c522bbe40d8c4924c52a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a64de76cbf382655a174d41e4bea3aeb5555d0dbffa979c3f7906b82ad4d524",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-11-16T15:15:15Z",
    "title_canon_sha256": "34accde6593da11ad07982a1772f3a038f5a6e34783299fc7fce6c49b101f51a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09952",
    "kind": "arxiv",
    "version": 1
  }
}