Pith Number

pith:JQVKXV32

pith:2022:JQVKXV322M23RYH3WNLSZC5IRM

not attested not anchored not stored refs pending

Hybrid Reinforcement Learning for STAR-RISs: A Coupled Phase-Shift Model Based Beamformer

Lajos Hanzo, Ruikang Zhong, Xianbin Wang, Xidong Mu, Yuanwei Liu, Yue Chen

arxiv:2205.05029 v1 · 2022-05-10 · eess.SY · cs.SY · 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{JQVKXV322M23RYH3WNLSZC5IRM}

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	2026-07-05T04:22:13.095439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c2aabd77ad335b8e0fbb3572c8ba88b2a2fd268b9d316887864e647852159aa

Aliases

arxiv: 2205.05029 · arxiv_version: 2205.05029v1 · doi: 10.48550/arxiv.2205.05029 · pith_short_12: JQVKXV322M23 · pith_short_16: JQVKXV322M23RYH3 · pith_short_8: JQVKXV32

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/JQVKXV322M23RYH3WNLSZC5IRM \
  | 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: 4c2aabd77ad335b8e0fbb3572c8ba88b2a2fd268b9d316887864e647852159aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f081ecc51032bb94300e0ffabd03434502eb00f0dffb0fa56e7448f64a1843f",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-05-10T16:41:54Z",
    "title_canon_sha256": "7ac9eaeb6ae06e9b073834b631efe16f3380f8e2b36a21e57e9678c95d80fa35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.05029",
    "kind": "arxiv",
    "version": 1
  }
}