Pith Number

pith:DCBFVNOD

pith:2023:DCBFVNODKYKIBFHW7LLFCIEMWV

not attested not anchored not stored refs pending

Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization

Bo Ai, Dong In Kim, Dusit Niyato, Haibo Zhou, Hongyang Du, Jiacheng Wang, Jiawen Kang, Ruichen Zhang, Shuguang Cui, Yijing Lin, Yinqiu Liu, Zehui Xiong, Zonghang Li

arxiv:2308.05384 v2 · 2023-08-10 · cs.NI · 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{DCBFVNODKYKIBFHW7LLFCIEMWV}

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

UAV-Assisted Integrated Communication and Over-the-Air Computation with Interference Awareness

Receipt and verification

First computed	2026-07-05T08:17:03.858810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18825ab5c356148094f6fad651208cb5661f5b48a693e603aaa898f414e81505

Aliases

arxiv: 2308.05384 · arxiv_version: 2308.05384v2 · doi: 10.48550/arxiv.2308.05384 · pith_short_12: DCBFVNODKYKI · pith_short_16: DCBFVNODKYKIBFHW · pith_short_8: DCBFVNOD

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/DCBFVNODKYKIBFHW7LLFCIEMWV \
  | 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: 18825ab5c356148094f6fad651208cb5661f5b48a693e603aaa898f414e81505

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e60d84038626c204e721f24e71e9348c689c126e5edddda0c1104c46e426adc5",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-08-10T07:02:24Z",
    "title_canon_sha256": "e4e3845004be7ad76513d47b7e6e725c91d83cf5d20edeaccd4ac8a09103a1f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.05384",
    "kind": "arxiv",
    "version": 2
  }
}