Pith Number

pith:T2SP44IV

pith:2023:T2SP44IVDPLHNPKHIDGGGUZVVY

not attested not anchored not stored refs pending

The statistical thermodynamics of generative diffusion models: Phase transitions, symmetry breaking and critical instability

Luca Ambrogioni

arxiv:2310.17467 v4 · 2023-10-26 · stat.ML · 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{T2SP44IVDPLHNPKHIDGGGUZVVY}

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

5 papers in Pith

Statistical Properties of Training & Generalization

Self-Regulating Annealing in Heavy-Tailed Diffusion Models

Flowing with Confidence

The Interplay of Data Structure and Imbalance in the Learning Dynamics of Diffusion Models

Receipt and verification

First computed	2026-07-05T08:34:07.103880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ea4fe71151bd676bd4740cc635335ae3cb6677fc148193fc4e5b31bea38f07c

Aliases

arxiv: 2310.17467 · arxiv_version: 2310.17467v4 · doi: 10.48550/arxiv.2310.17467 · pith_short_12: T2SP44IVDPLH · pith_short_16: T2SP44IVDPLHNPKH · pith_short_8: T2SP44IV

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/T2SP44IVDPLHNPKHIDGGGUZVVY \
  | 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: 9ea4fe71151bd676bd4740cc635335ae3cb6677fc148193fc4e5b31bea38f07c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b1a10ab98154ca26322c5c914fa6175a8aebb164c620381dff997260a92a5bf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-26T15:15:01Z",
    "title_canon_sha256": "879ba40f9e56185f680ed99f74202043097a458ed0f943574244f84e213e7cbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17467",
    "kind": "arxiv",
    "version": 4
  }
}