Pith Number

pith:NOLD5NFI

pith:2026:NOLD5NFIZDUH4WB2U5FMCFOCWF

not attested not anchored not stored refs pending

From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks

Bo Ma, Dusit Niyato, Jie Cao, Min Xu, Nguyen Cong Luong, Nguyen Duc Duy Anh, Nguyen Duc Hai, Nguyen Quoc Khanh, Qiushi Zhao, Shaohan Feng, Zeping Sui, Zhe Fu, Zhihao Dong

arxiv:2605.25531 v1 · 2026-05-25 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NOLD5NFIZDUH4WB2U5FMCFOCWF}

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	2026-05-26T02:04:41.365715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b963eb4a8c8e87e583aa74ac115c2b1466267a0d63cf5173e1f52ffdffe0957

Aliases

arxiv: 2605.25531 · arxiv_version: 2605.25531v1 · doi: 10.48550/arxiv.2605.25531 · pith_short_12: NOLD5NFIZDUH · pith_short_16: NOLD5NFIZDUH4WB2 · pith_short_8: NOLD5NFI

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/NOLD5NFIZDUH4WB2U5FMCFOCWF \
  | 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: 6b963eb4a8c8e87e583aa74ac115c2b1466267a0d63cf5173e1f52ffdffe0957

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a5c6c4efaf858e9b0327d16de7d01ef5d845b3ecf6c0e8b53f2a554c505bbad",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2026-05-25T07:37:39Z",
    "title_canon_sha256": "2ac06753760c96d0b3e5f04947ab5ac5ae7b89419eabc38b66691699f18899c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25531",
    "kind": "arxiv",
    "version": 1
  }
}