Pith Number

pith:EQI6NTOT

pith:2025:EQI6NTOTXELKICWLEBLLRMEDQQ

not attested not anchored not stored refs pending

Beam Selection in ISAC using Contextual Bandit with Multi-modal Transformer and Transfer Learning

Akram Bin Sediq, Ali Afana, Han Zhang, Melike Erol-Kantarci, Mohammad Farzanullah

arxiv:2503.08937 v1 · 2025-03-11 · 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{EQI6NTOTXELKICWLEBLLRMEDQQ}

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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

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

Receipt and verification

First computed	2026-07-05T10:29:44.210602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2411e6cdd3b916a40acb2056b8b083841a07cfbe7f00e150b4a76a902f8337c0

Aliases

arxiv: 2503.08937 · arxiv_version: 2503.08937v1 · doi: 10.48550/arxiv.2503.08937 · pith_short_12: EQI6NTOTXELK · pith_short_16: EQI6NTOTXELKICWL · pith_short_8: EQI6NTOT

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/EQI6NTOTXELKICWLEBLLRMEDQQ \
  | 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: 2411e6cdd3b916a40acb2056b8b083841a07cfbe7f00e150b4a76a902f8337c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58063d125a747056df6b2c7344856be9311aa455f1aebcada88bd48e40d91042",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-03-11T22:35:19Z",
    "title_canon_sha256": "5aef01141ad0165cf86770891c88172b13acce847bf71a3e4a7ca7fe9fbe5293"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08937",
    "kind": "arxiv",
    "version": 1
  }
}