Pith Number

pith:5LX6JDDV

pith:2026:5LX6JDDVCRVUBD7O7EAJGNDQ4N

not attested not anchored not stored refs pending

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

Bo Ma, Jie Cao, Min Xu, Ngoc Hung Nguyen, Nguyen Cong Luong, Nguyen Duc Duy Anh, Nguyen Duc Hai, Nguyen Quoc Khanh, Qiushi Zhao, Shaohan Feng, Zeping Sui, Zhihao Dong, Zitian Zhang

arxiv:2606.05208 v1 · 2026-05-26 · eess.SP · 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{5LX6JDDVCRVUBD7O7EAJGNDQ4N}

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	2026-06-05T00:13:48.800355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eaefe48c75146b408feef900933470e37a60298a6ab6b404ace707e5ea202ccd

Aliases

arxiv: 2606.05208 · arxiv_version: 2606.05208v1 · doi: 10.48550/arxiv.2606.05208 · pith_short_12: 5LX6JDDVCRVU · pith_short_16: 5LX6JDDVCRVUBD7O · pith_short_8: 5LX6JDDV

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/5LX6JDDVCRVUBD7O7EAJGNDQ4N \
  | 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: eaefe48c75146b408feef900933470e37a60298a6ab6b404ace707e5ea202ccd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bde069a249018cbfddf705c726b47eef5f82d1449aa025f04ab89278f5e10afc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2026-05-26T06:44:07Z",
    "title_canon_sha256": "c8ca6fa8b665739de266abd4f067b6ba0f4fd101a4cf461e363204cdff0ac471"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05208",
    "kind": "arxiv",
    "version": 1
  }
}