Pith Number

pith:KT6DH7YV

pith:2025:KT6DH7YVCZ4ZQVUP3ZFMZPAE63

not attested not anchored not stored refs pending

Distributional Diffusion Models with Scoring Rules

Alexandre Galashov, Arnaud Doucet, Arthur Gretton, Guangyao Zhou, J. Swaroop Guntupalli, Kevin Murphy, Valentin De Bortoli

arxiv:2502.02483 v3 · 2025-02-04 · 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{KT6DH7YVCZ4ZQVUP3ZFMZPAE63}

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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

4 papers in Pith

A Theory on Flow Matching with Neural Networks

Decision-Aware Training for Sample-Based Generative Models

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

Theoretical Analysis of Engression and Reverse Markov Engression

Receipt and verification

First computed	2026-07-05T11:33:03.630888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54fc33ff15167998568fde4accbc04f6d28da4521a8cdf11f91ac7d5f85dcde7

Aliases

arxiv: 2502.02483 · arxiv_version: 2502.02483v3 · doi: 10.48550/arxiv.2502.02483 · pith_short_12: KT6DH7YVCZ4Z · pith_short_16: KT6DH7YVCZ4ZQVUP · pith_short_8: KT6DH7YV

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/KT6DH7YVCZ4ZQVUP3ZFMZPAE63 \
  | 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: 54fc33ff15167998568fde4accbc04f6d28da4521a8cdf11f91ac7d5f85dcde7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adeb911dde0d7deded8b3683d810f679e52ae234ae47a78877372e8f09dddeb9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T16:59:03Z",
    "title_canon_sha256": "611d80926fb0ec210ff3aa9d034a3ae06cbf1ec6b7fda7c37b48b6a4bb07287d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02483",
    "kind": "arxiv",
    "version": 3
  }
}