Pith Number

pith:YFRN7TVS

pith:2024:YFRN7TVSWIWNTFMDOEGULPYOHU

not attested not anchored not stored refs pending

Optimizing Few-Step Sampler for Diffusion Probabilistic Model

Jen-Yuan Huang

arxiv:2412.10786 v1 · 2024-12-14 · 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{YFRN7TVSWIWNTFMDOEGULPYOHU}

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.

Receipt and verification

First computed	2026-07-05T09:49:22.611353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c162dfceb2b22cd99583710d45bf0e3d08c7496cc84ecf8423dac54f307b7b2e

Aliases

arxiv: 2412.10786 · arxiv_version: 2412.10786v1 · doi: 10.48550/arxiv.2412.10786 · pith_short_12: YFRN7TVSWIWN · pith_short_16: YFRN7TVSWIWNTFMD · pith_short_8: YFRN7TVS

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/YFRN7TVSWIWNTFMDOEGULPYOHU \
  | 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: c162dfceb2b22cd99583710d45bf0e3d08c7496cc84ecf8423dac54f307b7b2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ac5d17a07e884c70e81eb9a2809ad17e5fa57c0b47082ce5d897db46016e6f3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-14T10:47:52Z",
    "title_canon_sha256": "14a6a77c538a6972344f42f5db8ed598102fa26536987127968974c9a351cb15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10786",
    "kind": "arxiv",
    "version": 1
  }
}