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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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0111 · Jun 201919922001200920172026
4 results for “NOMA”
Scheduling Policy and Power Allocation for Federated Learning in NOMA Based MECcs.LG

Scheduling and power allocation improve federated learning efficiency in NOMA networks.

problem Efficiently scheduling and allocating power for federated learning in bandwidth-limited wireless networks.
method Proposed a scheduling policy and power allocation scheme using NOMA to maximize data rate and convergence speed.
result Simulation results show improved federated learning accuracy in NOMA networks.
Federated LearningNOMAWireless NetworksScheduling PolicyPower Allocation
2020-06-21abs ↗pdf ↗
Joint User Pairing and Association for Multicell NOMA: A Pointer Network-based Approachcs.IT

A new method uses machine learning to optimize user pairing and association in multicell NOMA networks.

problem Optimizing user pairing and association in multicell non-orthogonal multiple access (NOMA) systems.
method Formulated as a combinatorial optimization problem, solved using a Pointer Network (PtrNet) trained with deep reinforcement learning.
result Achieves near-optimal performance in terms of aggregate data rate, outperforming random heuristics by up to 30%.
NOMAuser pairingassociationPointer Networkreinforcement learning
2020-04-15abs ↗pdf ↗