Pith Number

pith:FHU4DBLI

pith:2024:FHU4DBLIHGW6NUWY5FQPA7ATAM

not attested not anchored not stored refs pending

Generative AI for Deep Reinforcement Learning: Framework, Analysis, and Use Cases

Dusit Niyato, Fang Mei, Geng Sun, Hongyang Du, Jiawen Kang, Shiwen Mao, Wenwen Xie

arxiv:2405.20568 v2 · 2024-05-31 · 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{FHU4DBLIHGW6NUWY5FQPA7ATAM}

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	2026-07-05T10:14:41.069172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29e9c1856839ade6d2d8e960f07c1303045107998bf0a703764bfc4c0870051a

Aliases

arxiv: 2405.20568 · arxiv_version: 2405.20568v2 · doi: 10.48550/arxiv.2405.20568 · pith_short_12: FHU4DBLIHGW6 · pith_short_16: FHU4DBLIHGW6NUWY · pith_short_8: FHU4DBLI

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/FHU4DBLIHGW6NUWY5FQPA7ATAM \
  | 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: 29e9c1856839ade6d2d8e960f07c1303045107998bf0a703764bfc4c0870051a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9afc6af2e30d9eb86317eb207734db46a16b3299be293392e0882ff984bfff42",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-31T01:25:40Z",
    "title_canon_sha256": "a01f57a7fa5c85cd9086ae0db3f1cd395f0cc41061ed89061328fb3c96a13fd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20568",
    "kind": "arxiv",
    "version": 2
  }
}