Pith Number

pith:HZMBNDPF

pith:2024:HZMBNDPF3SGDD77EEBXY3MVAYB

not attested not anchored not stored refs pending

Align Your Steps: Optimizing Sampling Schedules in Diffusion Models

Amirmojtaba Sabour, Karsten Kreis, Sanja Fidler

arxiv:2404.14507 v1 · 2024-04-22 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZMBNDPF3SGDD77EEBXY3MVAYB}

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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

6 papers in Pith

Budget-Constrained Step-Level Diffusion Caching

SANTS: A State-Adaptive Scheduler for World Action Models

Entropy Across the Bridge: Conditional-Marginal Discretization for Flow and Schr\"odinger Samplers

Designing Instance-Level Sampling Schedules via REINFORCE with James-Stein Shrinkage

$Z^2$-Sampling: Zero-Cost Zigzag Trajectories for Semantic Alignment in Diffusion Models

Receipt and verification

First computed	2026-07-05T08:11:06.142916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e58168de5dc8c31ffe4206f8db2a0c0713ed56c242be279c9196c103f6b3505

Aliases

arxiv: 2404.14507 · arxiv_version: 2404.14507v1 · doi: 10.48550/arxiv.2404.14507 · pith_short_12: HZMBNDPF3SGD · pith_short_16: HZMBNDPF3SGDD77E · pith_short_8: HZMBNDPF

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/HZMBNDPF3SGDD77EEBXY3MVAYB \
  | 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: 3e58168de5dc8c31ffe4206f8db2a0c0713ed56c242be279c9196c103f6b3505

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "353c8bed2415a600a7d7cb9b35bc2bd2bea5de22c057d2d6401b56283ae7d0b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-22T18:18:41Z",
    "title_canon_sha256": "1afcc084de0d730df07c1fa9291166eae0e73be194d6103cff67ac4b3dbc55d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14507",
    "kind": "arxiv",
    "version": 1
  }
}