Pith Number

pith:PLHS2GO2

pith:2024:PLHS2GO23H3ZXEQFZVDAEWYOGD

not attested not anchored not stored refs pending

An analytic theory of creativity in convolutional diffusion models

Mason Kamb, Surya Ganguli

arxiv:2412.20292 v2 · 2024-12-28 · cs.LG · cond-mat.dis-nn · cs.AI · q-bio.NC · 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{PLHS2GO23H3ZXEQFZVDAEWYOGD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

15 papers in Pith

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

When Do Diffusion Models learn to Generate Multiple Objects?

Training-Free Imitation Learning with Closed-Form Diffusion Policies

Unsupervised Causal Abstractions Discovery

An Analytical Theory of Spectral Bias in the Learning Dynamics of Diffusion Models

Receipt and verification

First computed	2026-07-05T11:16:05.094816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7acf2d19dad9f79b9205cd46025b0e30cfade55a417301f524d1bc76ea4a6ce1

Aliases

arxiv: 2412.20292 · arxiv_version: 2412.20292v2 · doi: 10.48550/arxiv.2412.20292 · pith_short_12: PLHS2GO23H3Z · pith_short_16: PLHS2GO23H3ZXEQF · pith_short_8: PLHS2GO2

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/PLHS2GO23H3ZXEQFZVDAEWYOGD \
  | 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: 7acf2d19dad9f79b9205cd46025b0e30cfade55a417301f524d1bc76ea4a6ce1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb00d0842d4be2ebf32b43a14c5c903dd1673efd233a4de4b893bd843f550bc1",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.AI",
      "q-bio.NC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-28T22:33:29Z",
    "title_canon_sha256": "a5e0910d50154fb2668aa608966ec12a66c1bd162cb14ec7287b2876d99eb769"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20292",
    "kind": "arxiv",
    "version": 2
  }
}