Pith Number

pith:U6NFQZZ6

pith:2022:U6NFQZZ635Z5DCR3X4IV2OPMDB

not attested not anchored not stored refs pending

Improved Analysis of Score-based Generative Modeling: User-Friendly Bounds under Minimal Smoothness Assumptions

Holden Lee, Hongrui Chen, Jianfeng Lu

arxiv:2211.01916 v2 · 2022-11-03 · 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{U6NFQZZ635Z5DCR3X4IV2OPMDB}

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

2 papers in Pith

A Mathematical Introduction to Diffusion Models

Energy Generative Modeling: A Lyapunov-based Energy Matching Perspective

Receipt and verification

First computed	2026-07-05T05:38:09.907093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a79a58673edf73d18a3bbf115d39ec187fe76f74a132b7bb418363c5f8b8b10c

Aliases

arxiv: 2211.01916 · arxiv_version: 2211.01916v2 · doi: 10.48550/arxiv.2211.01916 · pith_short_12: U6NFQZZ635Z5 · pith_short_16: U6NFQZZ635Z5DCR3 · pith_short_8: U6NFQZZ6

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/U6NFQZZ635Z5DCR3X4IV2OPMDB \
  | 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: a79a58673edf73d18a3bbf115d39ec187fe76f74a132b7bb418363c5f8b8b10c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c6a024e54c8d42c33cc0020e76ee8f93aadb4318baf274c03fed7b2a8733ea2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T15:51:00Z",
    "title_canon_sha256": "efa51e26098137b4a82ab1ae120dc6dd8db10fea5f623a1b9fcfca5438a1ceee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01916",
    "kind": "arxiv",
    "version": 2
  }
}