Pith Number

pith:NGBXW2BW

pith:2023:NGBXW2BWQRKVXDFS3CR6MF36X7

not attested not anchored not stored refs pending

Denoising Diffusion Samplers

Arnaud Doucet, Francisco Vargas, Will Grathwohl

arxiv:2302.13834 v2 · 2023-02-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NGBXW2BWQRKVXDFS3CR6MF36X7}

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

6 papers in Pith

Scalable Maximum Entropy Reinforcement Learning for Diffusion Policies via Adjoint Matching

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

Adaptive Order Policies for Masked Diffusion

Multi-Armed Sampling Problem and the End of Exploration

Tempered Sequential Monte Carlo for Trajectory and Policy Optimization with Differentiable Dynamics

Receipt and verification

First computed	2026-07-05T06:42:04.107933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69837b683684555b8cb2d8a3e6177ebfcdaf6e6fb400edb2ffb6dbaf284885f8

Aliases

arxiv: 2302.13834 · arxiv_version: 2302.13834v2 · doi: 10.48550/arxiv.2302.13834 · pith_short_12: NGBXW2BWQRKV · pith_short_16: NGBXW2BWQRKVXDFS · pith_short_8: NGBXW2BW

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/NGBXW2BWQRKVXDFS3CR6MF36X7 \
  | 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: 69837b683684555b8cb2d8a3e6177ebfcdaf6e6fb400edb2ffb6dbaf284885f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e19a0509d031d4802cf6662946b061df77fa7266ac3cd602755747081f9ca50",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-27T14:37:16Z",
    "title_canon_sha256": "64a3271136932837088bd999de4391cd1191eaedaacd1e8a314c9c5f0b7d3869"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13834",
    "kind": "arxiv",
    "version": 2
  }
}