Pith Number

pith:M5JGU57V

pith:2019:M5JGU57VEH7A7QE5F4EZM2QPES

not attested not anchored not stored refs pending

Analyzing and Improving the Image Quality of StyleGAN

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

arxiv:1912.04958 v2 · 2019-12-03 · cs.CV · cs.LG · cs.NE · eess.IV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5JGU57VEH7A7QE5F4EZM2QPES}

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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

9 papers in Pith

Self-Learning Expression Deformations for Data-Efficient Gaussian Avatars

Learning the Universe: Posterior Reliability of Neural Generative Models in High-Dimensional Field-Level Inference of Cosmic Initial Conditions

Why we need an AI-resilient society

Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed

Diffusion Models Beat GANs on Image Synthesis

Receipt and verification

First computed	2026-07-05T00:49:53.032698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67526a77f521fe0fc09d2f09966a0f24976c6b984c31c68d08a388bda13f3a46

Aliases

arxiv: 1912.04958 · arxiv_version: 1912.04958v2 · doi: 10.48550/arxiv.1912.04958 · pith_short_12: M5JGU57VEH7A · pith_short_16: M5JGU57VEH7A7QE5 · pith_short_8: M5JGU57V

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/M5JGU57VEH7A7QE5F4EZM2QPES \
  | 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: 67526a77f521fe0fc09d2f09966a0f24976c6b984c31c68d08a388bda13f3a46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df1f96b2affea3c2b556e57c914de2c9465c998488a8e98c431544d59d5268ae",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-12-03T11:44:01Z",
    "title_canon_sha256": "6f17c44f5e5e0c7e8abf51fcb51c81a13f76183976e705f301cca68e1775f012"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.04958",
    "kind": "arxiv",
    "version": 2
  }
}