Pith Number

pith:RLMUFPGX

pith:2024:RLMUFPGX5PVLBIZQZBWKLHTSWO

not attested not anchored not stored refs pending

O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions

Gen Li, Yuling Yan

arxiv:2409.18959 v2 · 2024-09-27 · cs.LG · cs.AI · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLMUFPGX5PVLBIZQZBWKLHTSWO}

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

Diffusion Models Adapt to Low-Dimensional Structure Under Flexible Coefficient Choices

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

The Serial Scaling Hypothesis

Receipt and verification

First computed	2026-07-05T10:03:46.555350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ad942bcd7ebeab0a330c86ca59e72b398e08203f9046e884bc043d45a4c86e3

Aliases

arxiv: 2409.18959 · arxiv_version: 2409.18959v2 · doi: 10.48550/arxiv.2409.18959 · pith_short_12: RLMUFPGX5PVL · pith_short_16: RLMUFPGX5PVLBIZQ · pith_short_8: RLMUFPGX

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/RLMUFPGX5PVLBIZQZBWKLHTSWO \
  | 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: 8ad942bcd7ebeab0a330c86ca59e72b398e08203f9046e884bc043d45a4c86e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e63260fbc4109f1fc278ac2b51c8ae984ef7792595478816d729da2340680f9e",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-27T17:59:10Z",
    "title_canon_sha256": "073e7e2e84d30cc87e2a62e6ba97aa5b70fec3fe7b32d0ec89c9ee3ba5e8e441"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.18959",
    "kind": "arxiv",
    "version": 2
  }
}