Cover Image

Reliable Inference in Edge-Cloud Model Cascades via Conformal Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huang, Jiayi, Park, Sangwoo, Paoletti, Nicola, Simeone, Osvaldo
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Distilling Calibration via Conformalized Credal Inference
by: Huang, Jiayi, et al.
Published: (2025)

Calibrating Bayesian Learning via Regularization, Confidence Minimization, and Selective Inference
by: Huang, Jiayi, et al.
Published: (2024)

Reliable LLM-Based Edge-Cloud-Expert Cascades for Telecom Knowledge Systems
by: Hou, Qiushuo, et al.
Published: (2025)

Calibration-Aware Bayesian Learning
by: Huang, Jiayi, et al.
Published: (2023)

Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems
by: Simeone, Osvaldo, et al.
Published: (2025)

Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction
by: Zhang, Yunchuan, et al.
Published: (2023)

Robust Bayesian Optimization via Localized Online Conformal Prediction
by: Kim, Dongwon, et al.
Published: (2024)

Conformal Distributed Remote Inference in Sensor Networks Under Reliability and Communication Constraints
by: Zhu, Meiyi, et al.
Published: (2024)

Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction
by: Cohen, Kfir M., et al.
Published: (2023)

Multi-Fidelity Bayesian Optimization With Across-Task Transferable Max-Value Entropy Search
by: Zhang, Yunchuan, et al.
Published: (2024)

Optimized Certainty Equivalent Risk-Controlling Prediction Sets
by: Huang, Jiayi, et al.
Published: (2026)

Reliable Sub-Nyquist Spectrum Sensing via Conformal Risk Control
by: Lee, Hyojin, et al.
Published: (2024)

Online Conformal Prediction with Corrupted Feedback
by: Wang, Bowen, et al.
Published: (2026)

Mirror Online Conformal Prediction with Intermittent Feedback
by: Wang, Bowen, et al.
Published: (2025)

Foundations of Reliable Inference: Reliability-Efficiency Co-Design
by: Huang, Jiayi
Published: (2026)

Multi-Fidelity Hybrid Reinforcement Learning via Information Gain Maximization
by: Sifaou, Houssem, et al.
Published: (2025)

Calibrating AI Models for Few-Shot Demodulation via Conformal Prediction
by: Cohen, Kfir M., et al.
Published: (2022)

What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
by: Hou, Qiushuo, et al.
Published: (2024)

Dynamic Estimation Loss Control in Variational Quantum Sensing via Online Conformal Inference
by: Nikoloska, Ivana, et al.
Published: (2025)

Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction
by: Yoo, Seonghoon, et al.
Published: (2025)

Uncertainty-Aware and Reliable Neural MIMO Receivers via Modular Bayesian Deep Learning
by: Raviv, Tomer, et al.
Published: (2023)

Scalable Multivariate Fronthaul Quantization for Cell-Free Massive MIMO
by: Park, Sangwoo, et al.
Published: (2024)

Distributed Associative Memory via Online Convex Optimization
by: Wang, Bowen, et al.
Published: (2025)

Distributed Dynamic Associative Memory via Online Convex Optimization
by: Wang, Bowen, et al.
Published: (2025)

Attention-Based Feature Online Conformal Prediction for Time Series
by: Zhu, Meiyi, et al.
Published: (2025)

Transferable Multi-Fidelity Bayesian Optimization for Radio Resource Management
by: Zhang, Yunchuan, et al.
Published: (2024)

Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning
by: Hou, Qiushuo, et al.
Published: (2024)

Prediction-Powered Risk Monitoring of Deployed Models for Detecting Harmful Distribution Shifts
by: Zhang, Guangyi, et al.
Published: (2026)

Cell-Free Multi-User MIMO Equalization via In-Context Learning
by: Zecchin, Matteo, et al.
Published: (2024)

Pre-Training and Personalized Fine-Tuning via Over-the-Air Federated Meta-Learning: Convergence-Generalization Trade-Offs
by: Wen, Haifeng, et al.
Published: (2024)

Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints
by: Binucci, Francesco, et al.
Published: (2025)

Reliable Narrowband Interference Detection via Backward Conformal Prediction
by: Su, Xin, et al.
Published: (2026)

Efficient Wireless Federated Learning via Low-Rank Gradient Factorization
by: Guo, Mingzhao, et al.
Published: (2024)

Context-Aware Doubly-Robust Semi-Supervised Learning
by: Ruah, Clement, et al.
Published: (2025)

Calibrating Wireless Ray Tracing for Digital Twinning using Local Phase Error Estimates
by: Ruah, Clement, et al.
Published: (2023)

Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading
by: Hou, Qiushuo, et al.
Published: (2025)

On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks
by: Zhu, Meiyi, et al.
Published: (2024)

Variational Quantum Integrated Sensing and Communication
by: Nikoloska, Ivana, et al.
Published: (2025)

How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks
by: Ruah, Clement, et al.
Published: (2025)

Conformal Robust Beamforming via Generative Channel Models
by: Su, Xin, et al.
Published: (2025)