Pith Number

pith:DEUBNZSB

pith:2025:DEUBNZSBSURFLA2LPYFEIRXVUP

not attested not anchored not stored refs pending

Meta-Reinforcement Learning Optimization for Movable Antenna-aided Full-Duplex CF-DFRC Systems with Carrier Frequency Offset

Guangyi Liu, Ning Wei, Phee Lep Yeoh, Ran Yang, Wanting Lyu, Wei Zhang, You Li, Yue Xiu

arxiv:2507.16132 v1 · 2025-07-22 · 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{DEUBNZSBSURFLA2LPYFEIRXVUP}

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	2026-07-05T11:41:03.559625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

192816e641952255834b7e0a4446f5a3dac740d00a5a1fdfd5f345f773f8137b

Aliases

arxiv: 2507.16132 · arxiv_version: 2507.16132v1 · doi: 10.48550/arxiv.2507.16132 · pith_short_12: DEUBNZSBSURF · pith_short_16: DEUBNZSBSURFLA2L · pith_short_8: DEUBNZSB

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/DEUBNZSBSURFLA2LPYFEIRXVUP \
  | 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: 192816e641952255834b7e0a4446f5a3dac740d00a5a1fdfd5f345f773f8137b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56939874d56d02eb995cead043ca4b7bad0364815e93e85fe74365d17d035278",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-07-22T00:57:23Z",
    "title_canon_sha256": "fa5bb3a0e21d2a2fa3ce96116dc0b2b1220b6699f79c8817d203516c2cedfc67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16132",
    "kind": "arxiv",
    "version": 1
  }
}