Pith Number

pith:5LCXHRGZ

pith:2024:5LCXHRGZRCMBNELNZDBVQ2R77M

not attested not anchored not stored refs pending

Improved Noise Schedule for Diffusion Training

Baining Guo, Shuyang Gu, Tiankai Hang, Xin Geng

arxiv:2407.03297 v2 · 2024-07-03 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5LCXHRGZRCMBNELNZDBVQ2R77M}

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

Optimizing Visual Generative Models via Distribution-wise Rewards

Synthesis of discrete-continuous quantum circuits with multimodal diffusion models

Is Monotonic Sampling Necessary in Diffusion Models?

Elucidating Representation Degradation Problem in Diffusion Model Training

Self-Improving Tabular Language Models via Iterative Reward-Guided Post-Training

Receipt and verification

First computed	2026-07-05T09:40:58.919038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eac573c4d9889816916dc8c3586a3ffb03e2700b48a15dce1b59f34b7fdd4458

Aliases

arxiv: 2407.03297 · arxiv_version: 2407.03297v2 · doi: 10.48550/arxiv.2407.03297 · pith_short_12: 5LCXHRGZRCMB · pith_short_16: 5LCXHRGZRCMBNELN · pith_short_8: 5LCXHRGZ

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/5LCXHRGZRCMBNELNZDBVQ2R77M \
  | 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: eac573c4d9889816916dc8c3586a3ffb03e2700b48a15dce1b59f34b7fdd4458

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18ba12668bfa0cc3d470353e8881fc4116b73dc20bea15693593057dff342807",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-03T17:34:55Z",
    "title_canon_sha256": "822717b0adf369d9d205826409fbd8ade6c9f7503c5063a749f7a6f8569c48a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03297",
    "kind": "arxiv",
    "version": 2
  }
}