Reliable LLM-Based Edge-Cloud-Expert Cascades for Telecom Knowledge Systems
Fuente:
arXiv
Saved in:
| Main Authors: | Hou, Qiushuo, Park, Sangwoo, Zecchin, Matteo, Cai, Yunlong, Yu, Guanding, Simeone, Osvaldo, Melodia, Tommaso |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
by: Hou, Qiushuo, et al.
Published: (2024)
by: Hou, Qiushuo, et al.
Published: (2024)
Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning
by: Hou, Qiushuo, et al.
Published: (2024)
by: Hou, Qiushuo, et al.
Published: (2024)
Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems
by: Simeone, Osvaldo, et al.
Published: (2025)
by: Simeone, Osvaldo, et al.
Published: (2025)
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading
by: Hou, Qiushuo, et al.
Published: (2025)
by: Hou, Qiushuo, et al.
Published: (2025)
Reliable Inference in Edge-Cloud Model Cascades via Conformal Alignment
by: Huang, Jiayi, et al.
Published: (2025)
by: Huang, Jiayi, et al.
Published: (2025)
Quantize-Sample-and-Verify: LLM Acceleration via Adaptive Edge-Cloud Speculative Decoding
by: Zhang, Guangyi, et al.
Published: (2025)
by: Zhang, Guangyi, et al.
Published: (2025)
Robust Bayesian Optimization via Localized Online Conformal Prediction
by: Kim, Dongwon, et al.
Published: (2024)
by: Kim, Dongwon, et al.
Published: (2024)
Prediction-Powered Risk Monitoring of Deployed Models for Detecting Harmful Distribution Shifts
by: Zhang, Guangyi, et al.
Published: (2026)
by: Zhang, Guangyi, et al.
Published: (2026)
Conformal Distributed Remote Inference in Sensor Networks Under Reliability and Communication Constraints
by: Zhu, Meiyi, et al.
Published: (2024)
by: Zhu, Meiyi, et al.
Published: (2024)
Conformal Robust Beamforming via Generative Channel Models
by: Su, Xin, et al.
Published: (2025)
by: Su, Xin, et al.
Published: (2025)
Distributed Associative Memory via Online Convex Optimization
by: Wang, Bowen, et al.
Published: (2025)
by: Wang, Bowen, et al.
Published: (2025)
Online Conformal Prediction with Corrupted Feedback
by: Wang, Bowen, et al.
Published: (2026)
by: Wang, Bowen, et al.
Published: (2026)
Distributed Dynamic Associative Memory via Online Convex Optimization
by: Wang, Bowen, et al.
Published: (2025)
by: Wang, Bowen, et al.
Published: (2025)
Mirror Online Conformal Prediction with Intermittent Feedback
by: Wang, Bowen, et al.
Published: (2025)
by: Wang, Bowen, et al.
Published: (2025)
Transferable Multi-Fidelity Bayesian Optimization for Radio Resource Management
by: Zhang, Yunchuan, et al.
Published: (2024)
by: Zhang, Yunchuan, et al.
Published: (2024)
Uncertainty-Aware and Reliable Neural MIMO Receivers via Modular Bayesian Deep Learning
by: Raviv, Tomer, et al.
Published: (2023)
by: Raviv, Tomer, et al.
Published: (2023)
Turbo-ICL: In-Context Learning-Based Turbo Equalization
by: Song, Zihang, et al.
Published: (2025)
by: Song, Zihang, et al.
Published: (2025)
In-Context Learned Equalization in Cell-Free Massive MIMO via State-Space Models
by: Song, Zihang, et al.
Published: (2024)
by: Song, Zihang, et al.
Published: (2024)
Reliable Sub-Nyquist Spectrum Sensing via Conformal Risk Control
by: Lee, Hyojin, et al.
Published: (2024)
by: Lee, Hyojin, et al.
Published: (2024)
Cell-Free Multi-User MIMO Equalization via In-Context Learning
by: Zecchin, Matteo, et al.
Published: (2024)
by: Zecchin, Matteo, et al.
Published: (2024)
Calibration-Aware Bayesian Learning
by: Huang, Jiayi, et al.
Published: (2023)
by: Huang, Jiayi, et al.
Published: (2023)
Multi-Fidelity Bayesian Optimization With Across-Task Transferable Max-Value Entropy Search
by: Zhang, Yunchuan, et al.
Published: (2024)
by: Zhang, Yunchuan, et al.
Published: (2024)
Calibrating Bayesian Learning via Regularization, Confidence Minimization, and Selective Inference
by: Huang, Jiayi, et al.
Published: (2024)
by: Huang, Jiayi, et al.
Published: (2024)
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction
by: Zhang, Yunchuan, et al.
Published: (2023)
by: Zhang, Yunchuan, et al.
Published: (2023)
Calibrating Wireless AI via Meta-Learned Context-Dependent Conformal Prediction
by: Yoo, Seonghoon, et al.
Published: (2025)
by: Yoo, Seonghoon, et al.
Published: (2025)
Location-Agnostic Channel Knowledge Map Construction for Dynamic Scenes
by: Zhou, Kequan, et al.
Published: (2026)
by: Zhou, Kequan, et al.
Published: (2026)
Calibrating AI Models for Few-Shot Demodulation via Conformal Prediction
by: Cohen, Kfir M., et al.
Published: (2022)
by: Cohen, Kfir M., et al.
Published: (2022)
Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction
by: Cohen, Kfir M., et al.
Published: (2023)
by: Cohen, Kfir M., et al.
Published: (2023)
Distilling Calibration via Conformalized Credal Inference
by: Huang, Jiayi, et al.
Published: (2025)
by: Huang, Jiayi, et al.
Published: (2025)
Online Conformal Compression for Zero-Delay Communication with Distortion Guarantees
by: Ganesan, Unnikrishnan Kunnath, et al.
Published: (2025)
by: Ganesan, Unnikrishnan Kunnath, et al.
Published: (2025)
Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
by: Park, Sangwoo, et al.
Published: (2025)
by: Park, Sangwoo, et al.
Published: (2025)
Cell-Free MIMO Perceptive Mobile Networks: Cloud vs. Edge Processing
by: Jeong, Seongah, et al.
Published: (2024)
by: Jeong, Seongah, et al.
Published: (2024)
F$^4$-CKM: Learning Channel Knowledge Map with Radio Frequency Radiance Field Rendering
by: Zhou, Kequan, et al.
Published: (2026)
by: Zhou, Kequan, et al.
Published: (2026)
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints
by: Binucci, Francesco, et al.
Published: (2025)
by: Binucci, Francesco, et al.
Published: (2025)
Prediction-Powered Communication with Distortion Guarantees
by: Zecchin, Matteo, et al.
Published: (2025)
by: Zecchin, Matteo, et al.
Published: (2025)
A Unified Multi-Task Semantic Communication System for Multimodal Data
by: Zhang, Guangyi, et al.
Published: (2022)
by: Zhang, Guangyi, et al.
Published: (2022)
System-Level Experimental Evaluation of Reconfigurable Intelligent Surfaces for NextG Communication Systems
by: Tsampazi, Maria, et al.
Published: (2024)
by: Tsampazi, Maria, et al.
Published: (2024)
ROME: Robust Model Ensembling for Semantic Communication Against Semantic Jamming Attacks
by: Zhou, Kequan, et al.
Published: (2025)
by: Zhou, Kequan, et al.
Published: (2025)
From Analog to Digital: Multi-Order Digital Joint Coding-Modulation for Semantic Communication
by: Zhang, Guangyi, et al.
Published: (2024)
by: Zhang, Guangyi, et al.
Published: (2024)
Towards Compatible Semantic Communication: A Perspective on Digital Coding and Modulation
by: Zhang, Guangyi, et al.
Published: (2024)
by: Zhang, Guangyi, et al.
Published: (2024)
Similar Items
-
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
by: Hou, Qiushuo, et al.
Published: (2024) -
Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning
by: Hou, Qiushuo, et al.
Published: (2024) -
Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems
by: Simeone, Osvaldo, et al.
Published: (2025) -
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading
by: Hou, Qiushuo, et al.
Published: (2025) -
Reliable Inference in Edge-Cloud Model Cascades via Conformal Alignment
by: Huang, Jiayi, et al.
Published: (2025)