Pith Number

pith:GUKCBAIV

pith:2020:GUKCBAIVYI64TFXM7RMPVBKI2E

not attested not anchored not stored refs pending

Adversarial score matching and improved sampling for image generation

Alexia Jolicoeur-Martineau, Ioannis Mitliagkas, R\'emi Pich\'e-Taillefer, R\'emi Tachet des Combes

arxiv:2009.05475 v2 · 2020-09-11 · cs.LG · cs.CV · 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{GUKCBAIVYI64TFXM7RMPVBKI2E}

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

4 papers in Pith

The Reward Was in Your Data All Along: Correcting Flow Matching with Discriminator-Guided RL

Score-Based Generative Modeling through Stochastic Differential Equations

Diffusion Models Beat GANs on Image Synthesis

A unified perspective on fine-tuning and sampling with diffusion and flow models

Receipt and verification

First computed	2026-07-05T01:41:57.129593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3514208115c23dc996ecfc58fa8548d120163ddd57dc7f77b865bce166dd1a4d

Aliases

arxiv: 2009.05475 · arxiv_version: 2009.05475v2 · doi: 10.48550/arxiv.2009.05475 · pith_short_12: GUKCBAIVYI64 · pith_short_16: GUKCBAIVYI64TFXM · pith_short_8: GUKCBAIV

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/GUKCBAIVYI64TFXM7RMPVBKI2E \
  | 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: 3514208115c23dc996ecfc58fa8548d120163ddd57dc7f77b865bce166dd1a4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb3929feeca5a46af08708e6836939de67db9972e2a98cc27e11c080e6280568",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-11T14:49:53Z",
    "title_canon_sha256": "66e8d661d26386f198880c87c513360834c2d66ad62ab6d725b564a995078777"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.05475",
    "kind": "arxiv",
    "version": 2
  }
}