Pith Number

pith:FSKMAL4P

pith:2021:FSKMAL4PSCDPCJELGMPF5XJ4LI

not attested not anchored not stored refs pending

Learning to Efficiently Sample from Diffusion Probabilistic Models

Daniel Watson, Jonathan Ho, Mohammad Norouzi, William Chan

arxiv:2106.03802 v1 · 2021-06-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FSKMAL4PSCDPCJELGMPF5XJ4LI}

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

7 papers in Pith

D2PO: Optimizing Diffusion Samplers via Dynamic Preference

Hierarchical Schedule Optimization for Fast and Robust Diffusion Model Sampling

2ndMatch: Finetuning Pruned Diffusion Models via Second-Order Jacobian Matching

Elucidating the Design Space of Diffusion-Based Generative Models

Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference

Receipt and verification

First computed	2026-07-05T02:46:55.688107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c94c02f8f9086f1248b331e5edd3c5a3a6092d6242165d2f012a1bf46d6cae9

Aliases

arxiv: 2106.03802 · arxiv_version: 2106.03802v1 · doi: 10.48550/arxiv.2106.03802 · pith_short_12: FSKMAL4PSCDP · pith_short_16: FSKMAL4PSCDPCJEL · pith_short_8: FSKMAL4P

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/FSKMAL4PSCDPCJELGMPF5XJ4LI \
  | 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: 2c94c02f8f9086f1248b331e5edd3c5a3a6092d6242165d2f012a1bf46d6cae9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fd10c01e1e394df392bbf039868763f663e1fa7496cacb034a1e6ece26aec2e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T17:15:07Z",
    "title_canon_sha256": "60d9a7e9664b54af1e4062bcacfce64781917ff109f5fe24f1b1e410bf227f86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03802",
    "kind": "arxiv",
    "version": 1
  }
}