Pith Number

pith:Q6GUUZX5

pith:2024:Q6GUUZX52AZZ4LVFKDV3IXMVYY

not attested not anchored not stored refs pending

Score-based generative models are provably robust: an uncertainty quantification perspective

Benjamin J. Zhang, Markos A. Katsoulakis, Nikiforos Mimikos-Stamatopoulos

arxiv:2405.15754 v1 · 2024-05-24 · stat.ML · cs.LG · math.ST · stat.TH

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\usepackage{pith}
\pithnumber{Q6GUUZX52AZZ4LVFKDV3IXMVYY}

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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

2 papers in Pith

A PDE-Based Framework for Generative Modeling Beyond Classical Score-Based Diffusion

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

Receipt and verification

First computed	2026-07-05T08:22:53.621820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

878d4a66fdd0339e2ea550ebb45d95c6373cbabf232229633b03e87fb931ee28

Aliases

arxiv: 2405.15754 · arxiv_version: 2405.15754v1 · doi: 10.48550/arxiv.2405.15754 · pith_short_12: Q6GUUZX52AZZ · pith_short_16: Q6GUUZX52AZZ4LVF · pith_short_8: Q6GUUZX5

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/Q6GUUZX52AZZ4LVFKDV3IXMVYY \
  | 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: 878d4a66fdd0339e2ea550ebb45d95c6373cbabf232229633b03e87fb931ee28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d3c9979378b44794fb2816123ab3360b61c5015701600f3ebf0e68a4b1b8341",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-24T17:50:17Z",
    "title_canon_sha256": "1aa29ec627f07c37259763d5136043683cfe8c4c738d82d5d00d38c1c7dca8ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15754",
    "kind": "arxiv",
    "version": 1
  }
}