Pith Number

pith:O2FPFM4R

pith:2024:O2FPFM4RMVXQ6LZUH5B7F3RXWS

not attested not anchored not stored refs pending

Golden Noise for Diffusion Models: A Learning Framework

Bo Han, Lichen Bai, Shitong Shao, Shufei Zhang, Zeke Xie, Zhiqiang Xu, Zikai Zhou

arxiv:2411.09502 v5 · 2024-11-14 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O2FPFM4RMVXQ6LZUH5B7F3RXWS}

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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

7 papers in Pith

InterCMDM: Block-Causal Diffusion for Autoregressive Human Interaction Generation

Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer

Reflective Flow Sampling Enhancement

Golden RPG: Confidence-Adaptive Region-Aware Noise for Compositional Text-to-Image Generation

Receipt and verification

First computed	2026-07-05T11:38:25.402937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

768af2b391656f0f2f343f43f2ee37b49e39fb146cd33913a263bbcf2aeae88d

Aliases

arxiv: 2411.09502 · arxiv_version: 2411.09502v5 · doi: 10.48550/arxiv.2411.09502 · pith_short_12: O2FPFM4RMVXQ · pith_short_16: O2FPFM4RMVXQ6LZU · pith_short_8: O2FPFM4R

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/O2FPFM4RMVXQ6LZUH5B7F3RXWS \
  | 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: 768af2b391656f0f2f343f43f2ee37b49e39fb146cd33913a263bbcf2aeae88d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7beb410413a670ec9684ae124b0030df97f8b9d1934fc1dd469209d647207fb",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-14T15:13:13Z",
    "title_canon_sha256": "1c3446f1ff98af8d6a3f5abf312948a23673f6e232f327c45d2c086c0ba600fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09502",
    "kind": "arxiv",
    "version": 5
  }
}