Pith Number

pith:PGI3OGPJ

pith:2024:PGI3OGPJZAEM2QWDNQ56DJD5R3

not attested not anchored not stored refs pending

Dynamical Regimes of Diffusion Models

Giulio Biroli, Marc M\'ezard, Tony Bonnaire, Valentin De Bortoli

arxiv:2402.18491 v1 · 2024-02-28 · cs.LG · cond-mat.stat-mech

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PGI3OGPJZAEM2QWDNQ56DJD5R3}

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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

An exact information theory of generalization phase transitions in Bayesian diffusion models

Generating quantum ensembles via reverse-time quantum diffusions

Flow Reasoning Models: Scaling Reasoning Through Iterative Self-Refinement

SOWing Information: Cultivating Contextual Coherence with MLLMs in Image Generation

Receipt and verification

First computed	2026-07-05T09:57:39.960332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7991b719e9c808cd42c36c3be1a47d8efcd3f192c2e4d59fe8f1c4e8dd5c2e73

Aliases

arxiv: 2402.18491 · arxiv_version: 2402.18491v1 · doi: 10.48550/arxiv.2402.18491 · pith_short_12: PGI3OGPJZAEM · pith_short_16: PGI3OGPJZAEM2QWD · pith_short_8: PGI3OGPJ

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/PGI3OGPJZAEM2QWDNQ56DJD5R3 \
  | 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: 7991b719e9c808cd42c36c3be1a47d8efcd3f192c2e4d59fe8f1c4e8dd5c2e73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ff6a3eae9f23ec1d02c8ea2ff0be930eda19105ba108bd240c2827f1e94bb14",
    "cross_cats_sorted": [
      "cond-mat.stat-mech"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-28T17:19:26Z",
    "title_canon_sha256": "e765e8cedb9a2c366819206a5443491514e26f49d264d3ad31be9a57e74c780c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18491",
    "kind": "arxiv",
    "version": 1
  }
}