Pith Number

pith:D4VJXTOG

pith:2024:D4VJXTOGPBVFMKLNN6FSX77NOL

not attested not anchored not stored refs pending

Wasserstein proximal operators describe score-based generative models and resolve memorization

Benjamin J. Zhang, Markos A. Katsoulakis, Siting Liu, Stanley J. Osher, Wuchen Li

arxiv:2402.06162 v1 · 2024-02-09 · stat.ML · 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{D4VJXTOGPBVFMKLNN6FSX77NOL}

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

3 papers in Pith

Self-Consistent Generative Paths via Admissible Random Variational Transport

Robustness and Structure Preservation in Flow-Based Generative Models via Wasserstein Path-Space Divergences

Implicit Neural Optimal Transport via Fixed-Point Optimization

Receipt and verification

First computed	2026-07-05T07:43:19.688726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f2a9bcdc6786a56296d6f8b2bffed72d81a3b738a8ad2eca69836e992eece44

Aliases

arxiv: 2402.06162 · arxiv_version: 2402.06162v1 · doi: 10.48550/arxiv.2402.06162 · pith_short_12: D4VJXTOGPBVF · pith_short_16: D4VJXTOGPBVFMKLN · pith_short_8: D4VJXTOG

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/D4VJXTOGPBVFMKLNN6FSX77NOL \
  | 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: 1f2a9bcdc6786a56296d6f8b2bffed72d81a3b738a8ad2eca69836e992eece44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34a6361bf8c55d99df92f4aeeea5e1efd63f719cce707045a9b349052140780b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-09T03:33:13Z",
    "title_canon_sha256": "327f09058f88bd1f646b89c655c73b433bdba4e274134d86d3305574f2e28e51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06162",
    "kind": "arxiv",
    "version": 1
  }
}