A GFlowNet-based active learner discovers radio resource allocations for integrated sensing, communication, and computing networks, reporting 20% utility gains over PPO and MCMC baselines with fewer acquisition rounds.
Mean field game-based waveform precoding design for mobile crowd integrated sensing, communication, and compu- tation systems,
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GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks
A GFlowNet-based active learner discovers radio resource allocations for integrated sensing, communication, and computing networks, reporting 20% utility gains over PPO and MCMC baselines with fewer acquisition rounds.