Few-shot learning for new environment adaptation

O Wang, S Zhou, GY Li - GLOBECOM 2023-2023 IEEE Global …, 2023 - ieeexplore.ieee.org
Few-shot learning (FSL) allows effective adaptation to a new environment with limited
labeled data. In wireless communications, where environments may vary significantly, FSL …

Information Bottleneck-Based Domain Adaptation for Hybrid Deep Learning in Scalable Network Slicing

T Hu, Q Liao, Q Liu, G Carle - IEEE Transactions on Machine …, 2024 - ieeexplore.ieee.org
Network slicing enables operators to efficiently support diverse applications on a shared
infrastructure. However, the evolving complexity of networks, compounded by inter-cell …

Transfer: Cross Modality Knowledge Transfer using Adversarial Networks--A Study on Gesture Recognition

P Kamboj, A Banerjee, SKS Gupta - arxiv preprint arxiv:2306.15114, 2023 - arxiv.org
Knowledge transfer across sensing technology is a novel concept that has been recently
explored in many application domains, including gesture-based human computer …

Scaling Up Task Execution on Resource-Constrained Systems

Y Luo - 2023 - search.proquest.com
The ubiquity of executing machine learning tasks on embedded systems with constrained
resources has made efficient execution of neural networks on these systems under the CPU …

UseClean: learning from complex noisy labels in named entity recognition

J Tian, K Zhou, M Wang, Y Zhang, B Yao… - Proceedings of the …, 2023 - aclanthology.org
We investigate and refine denoising methods for NER task on data that potentially contains
extremely noisy labels from multi-sources. In this paper, we first summarized all possible …

Few-Shot Adaptive Learning for Robust Task-Oriented Semantic Communication

W Han, A Zhang, C Feng, R Chen… - AAAI 2025 Workshop …, 2025 - openreview.net
Task-oriented semantic communication (ToSC) emerges as a promising approach for
executing remote inference tasks. While existing ToSC systems are generally trained under …

Network Slicing with Reinforcement Learning and Transfer Learning

T Hu - 2024 - mediatum.ub.tum.de
Network slicing, a pivotal aspect of 5G and beyond, allows operators to configure virtual
network instances tailored to diverse services with specific requirements. However …