Pith Number

pith:T67M3NFM

pith:2022:T67M3NFMYTCVOE7QCWSLDDHN4A

not attested not anchored not stored refs pending

Maximum Likelihood Training of Implicit Nonlinear Diffusion Models

Byeonghu Na, Dongjun Kim, Dongsoo Lee, Il-Chul Moon, Se Jung Kwon, Wanmo Kang

arxiv:2205.13699 v3 · 2022-05-27 · 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{T67M3NFMYTCVOE7QCWSLDDHN4A}

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.

Receipt and verification

First computed	2026-07-05T05:06:12.273681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fbecdb4acc4c55713f015a4b18cede039dd5f651815abce5af8fbb2fc823a2b

Aliases

arxiv: 2205.13699 · arxiv_version: 2205.13699v3 · doi: 10.48550/arxiv.2205.13699 · pith_short_12: T67M3NFMYTCV · pith_short_16: T67M3NFMYTCVOE7Q · pith_short_8: T67M3NFM

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/T67M3NFMYTCVOE7QCWSLDDHN4A \
  | 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: 9fbecdb4acc4c55713f015a4b18cede039dd5f651815abce5af8fbb2fc823a2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7dbe2d405b04c2ccb9ed8cf2ed4b535fd9e373e25161cf5b6e3ca7ee515656f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T01:25:34Z",
    "title_canon_sha256": "b8866539076fc8139073a5a0f484713eb774b962042b8b4fc834838c4339907a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13699",
    "kind": "arxiv",
    "version": 3
  }
}