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Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction

Aug 08, 2023
Meiyi Zhu, Matteo Zecchin, Sangwoo Park, Caili Guo, Chunyan Feng, Osvaldo Simeone

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Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction

Jun 30, 2023
Yunchuan Zhang, Sangwoo Park, Osvaldo Simeone

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SpikeCP: Delay-Adaptive Reliable Spiking Neural Networks via Conformal Prediction

May 18, 2023
Jiechen Chen, Sangwoo Park, Osvaldo Simeone

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Convergence Analysis of Over-the-Air FL with Compression and Power Control via Clipping

May 18, 2023
Haifeng Wen, Hong Xing, Osvaldo Simeone

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Calibration-Aware Bayesian Learning

May 12, 2023
Jiayi Huang, Sangwoo Park, Osvaldo Simeone

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Bayesian Over-the-Air FedAvg via Channel Driven Stochastic Gradient Langevin Dynamics

May 09, 2023
Boning Zhang, Dongzhu Liu, Osvaldo Simeone, Guangxu Zhu

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Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning

Apr 06, 2023
Sangwoo Park, Osvaldo Simeone

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Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction

Feb 15, 2023
Kfir M. Cohen, Sangwoo Park, Osvaldo Simeone, Petar Popovski, Shlomo Shamai

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Modular Model-Based Bayesian Learning for Uncertainty-Aware and Reliable Deep MIMO Receivers

Feb 05, 2023
Tomer Raviv, Sangwoo Park, Osvaldo Simeone, Nir Shlezinger

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Bayesian Inference on Binary Spiking Networks Leveraging Nanoscale Device Stochasticity

Feb 02, 2023
Prabodh Katti, Nicolas Skatchkovsky, Osvaldo Simeone, Bipin Rajendran, Bashir M. Al-Hashimi

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