Pith Number

pith:WSUWUA7P

pith:2024:WSUWUA7PJTGHMAXT2GHXFSPRTH

not attested not anchored not stored refs pending

A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training

Hanwang Zhang, Kai Wang, Mingjia Shi, Xiaojiang Peng, Yang You, Yukun Zhou, Yuzhang Shang, Zekai Li, Zhihang Yuan

arxiv:2405.17403 v3 · 2024-05-27 · cs.LG · 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{WSUWUA7PJTGHMAXT2GHXFSPRTH}

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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

1 paper in Pith

Elucidating Representation Degradation Problem in Diffusion Model Training

Receipt and verification

First computed	2026-07-05T10:38:33.561573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4a96a03ef4ccc7602f3d18f72c9f199c995b6746ebce02d64b45e833f8e44e0

Aliases

arxiv: 2405.17403 · arxiv_version: 2405.17403v3 · doi: 10.48550/arxiv.2405.17403 · pith_short_12: WSUWUA7PJTGH · pith_short_16: WSUWUA7PJTGHMAXT · pith_short_8: WSUWUA7P

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/WSUWUA7PJTGHMAXT2GHXFSPRTH \
  | 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: b4a96a03ef4ccc7602f3d18f72c9f199c995b6746ebce02d64b45e833f8e44e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01458bc3dd5ddd7e25a5ee76628fc82bd7059b1cdad762abf2aeb6212130d450",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T17:51:36Z",
    "title_canon_sha256": "0a8b33402fb0509b31b49446acd0adcd62b5480c7b3933aa09a6b78384213457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17403",
    "kind": "arxiv",
    "version": 3
  }
}