Pith Number

pith:247UMHWA

pith:2024:247UMHWA2OYEWH6CZ73EH7O6LY

not attested not anchored not stored refs pending

Diffusion Models as Network Optimizers: Explorations and Analysis

Bo Yang, Chau Yuen, H. Vincent Poor, M\'erouane Debbah, Pengyu Chen, Ruihuai Liang, Xianjin Li, Xuelin Cao, Yan Zhang, Yifan Xue, Zhiwen Yu

arxiv:2411.00453 v5 · 2024-11-01 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{247UMHWA2OYEWH6CZ73EH7O6LY}

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

1 paper in Pith

Metaverse Framework for Wireless Systems Management

Receipt and verification

First computed	2026-07-05T10:16:39.201927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d73f461ec0d3b04b1fc2cff643fdde5e09b0b4307504d0b50bd72006a9ccc407

Aliases

arxiv: 2411.00453 · arxiv_version: 2411.00453v5 · doi: 10.48550/arxiv.2411.00453 · pith_short_12: 247UMHWA2OYE · pith_short_16: 247UMHWA2OYEWH6C · pith_short_8: 247UMHWA

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/247UMHWA2OYEWH6CZ73EH7O6LY \
  | 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: d73f461ec0d3b04b1fc2cff643fdde5e09b0b4307504d0b50bd72006a9ccc407

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "410a64f99c1b59a05f07c90c70fe6791f329f6b00e2f2824be95996b11f7e753",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-01T09:05:47Z",
    "title_canon_sha256": "03f45bae602841f1f7df8b05d3dbe191f1f2efdb125ae1b7b49eff3caedb5c32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00453",
    "kind": "arxiv",
    "version": 5
  }
}