Pith Number

pith:BI7CMDXC

pith:2023:BI7CMDXCG7KUSOZGTDDSVWESR4

not attested not anchored not stored refs pending

Analyzing and Improving the Training Dynamics of Diffusion Models

Jaakko Lehtinen, Janne Hellsten, Miika Aittala, Samuli Laine, Tero Karras, Timo Aila

arxiv:2312.02696 v2 · 2023-12-05 · cs.CV · cs.AI · cs.LG · cs.NE · 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{BI7CMDXCG7KUSOZGTDDSVWESR4}

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

19 papers in Pith

Diffusion Models for Sampling Near Criticality in Lattice Field Theories

Bridging Diffusion Pruning and Step Distillation with Teacher-Aligned Repair

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors

SRC-Flow: Compact Semantic Representations Enable Normalizing Flows for Image Generation

Variance Reduction for Expectations with Diffusion Teachers

Receipt and verification

First computed	2026-07-05T07:58:25.470615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a3e260ee237d5493b2698c72ad8928f3a6f7e6b57a53718b80aebe5cd65bf48

Aliases

arxiv: 2312.02696 · arxiv_version: 2312.02696v2 · doi: 10.48550/arxiv.2312.02696 · pith_short_12: BI7CMDXCG7KU · pith_short_16: BI7CMDXCG7KUSOZG · pith_short_8: BI7CMDXC

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/BI7CMDXCG7KUSOZGTDDSVWESR4 \
  | 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: 0a3e260ee237d5493b2698c72ad8928f3a6f7e6b57a53718b80aebe5cd65bf48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "662a27090aafc96120c1a21400eb97996473c73dcbeb44b2ab097a127a03e9ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-05T11:55:47Z",
    "title_canon_sha256": "f7543147a9d4c8c6a4876953cfaba645fc52bf64ae3f4968c5fcdb0914f47b39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02696",
    "kind": "arxiv",
    "version": 2
  }
}