Pith Number

pith:CUCHDONY

pith:2023:CUCHDONYFQ45ZKOBHSQRE5FRB4

not attested not anchored not stored refs pending

Improved sampling via learned diffusions

Julius Berner, Lorenz Richter

arxiv:2307.01198 v2 · 2023-07-03 · cs.LG · math.OC · math.PR · 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{CUCHDONYFQ45ZKOBHSQRE5FRB4}

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

1 paper in Pith

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

Receipt and verification

First computed	2026-07-05T08:22:20.629503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

150471b9b82c39dca9c13ca11274b10f1393823014a0bbd844780169c091c717

Aliases

arxiv: 2307.01198 · arxiv_version: 2307.01198v2 · doi: 10.48550/arxiv.2307.01198 · pith_short_12: CUCHDONYFQ45 · pith_short_16: CUCHDONYFQ45ZKOB · pith_short_8: CUCHDONY

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/CUCHDONYFQ45ZKOBHSQRE5FRB4 \
  | 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: 150471b9b82c39dca9c13ca11274b10f1393823014a0bbd844780169c091c717

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3c51182c0204d984805f7815bffd6a021ea413e575ab0bf9eaaeac6887d8cd9",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-03T17:58:26Z",
    "title_canon_sha256": "e80840fb1d9dde58fa3809603df99acc6fe8a08302e6931abec7ca01171fcbcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.01198",
    "kind": "arxiv",
    "version": 2
  }
}