Pith. sign in
Pith Number

pith:TMPZPBEV

pith:2024:TMPZPBEVKVDYWNMSQ2AAHY4A5W
not attested not anchored not stored refs pending

Particle Denoising Diffusion Sampler

Angus Phillips, Arnaud Doucet, George Deligiannidis, Hai-Dang Dau, Michael John Hutchinson, Valentin De Bortoli

arxiv:2402.06320 v2 · 2024-02-09 · stat.ML · cs.LG · stat.CO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TMPZPBEVKVDYWNMSQ2AAHY4A5W}

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

4 papers in Pith

Receipt and verification
First computed 2026-07-05T08:32:11.124548Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9b1f97849555478b3592868003e380eda953b1d8bf3925c7adcc6de1f1714380

Aliases

arxiv: 2402.06320 · arxiv_version: 2402.06320v2 · doi: 10.48550/arxiv.2402.06320 · pith_short_12: TMPZPBEVKVDY · pith_short_16: TMPZPBEVKVDYWNMS · pith_short_8: TMPZPBEV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TMPZPBEVKVDYWNMSQ2AAHY4A5W \
  | 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: 9b1f97849555478b3592868003e380eda953b1d8bf3925c7adcc6de1f1714380
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cb72e9a27bd7f5e39c60d71bb10e90432ea9fe535ba625388149a15667c16cef",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-09T11:01:35Z",
    "title_canon_sha256": "3acae431a739c0cd3d46060af5150558e4f14ee2c1d5c1f0f2947a542458faa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06320",
    "kind": "arxiv",
    "version": 2
  }
}