Pith Number

pith:KNKL2ZL2

pith:2025:KNKL2ZL2OAWA434SQ4TUWHMWXE

not attested not anchored not stored refs pending

Scaling Group Inference for Diverse and High-Quality Generation

Daniil Ostashev, Gaurav Parmar, Jun-Yan Zhu, Kfir Aberman, Kuan-Chieh Wang, Or Patashnik, Srinivasa Narasimhan

arxiv:2508.15773 v1 · 2025-08-21 · cs.CV · cs.GR · 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{KNKL2ZL2OAWA434SQ4TUWHMWXE}

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

Don't Settle at the Mode! Mitigating Diversity Collapse in Pretrained Flow Models via Feature Self-Guidance

Semantic Browsing: Controllable Diversity for Image Generation

Composing People Together: Iterative Pose-Image Generation for Multi-Person Interaction Scenes

It's Never Too Late: Noise Optimization for Collapse Recovery in Trained Diffusion Models

STRIDE: Training-Free Diversity Guidance via PCA-Directed Feature Perturbation in Single-Step Diffusion Models

Receipt and verification

First computed	2026-07-05T11:57:18.624083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5354bd657a702c0e6f9287274b1d96b92d66306dbaa653d850cbc27b44d53b3a

Aliases

arxiv: 2508.15773 · arxiv_version: 2508.15773v1 · doi: 10.48550/arxiv.2508.15773 · pith_short_12: KNKL2ZL2OAWA · pith_short_16: KNKL2ZL2OAWA434S · pith_short_8: KNKL2ZL2

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/KNKL2ZL2OAWA434SQ4TUWHMWXE \
  | 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: 5354bd657a702c0e6f9287274b1d96b92d66306dbaa653d850cbc27b44d53b3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cabff91ac90d4c8077d5135f1913f3f001f0b5815f6c382a31baf6c91aeb6490",
    "cross_cats_sorted": [
      "cs.GR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-21T17:59:57Z",
    "title_canon_sha256": "7aed1608ecfe544157fef94eed442273aefccd17fd8834cb7f47d3a1cae1066c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15773",
    "kind": "arxiv",
    "version": 1
  }
}