Aitian Ma

According to our database, Aitian Ma authored at least 9 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

MMFNet: Multi-Scale Frequency Masking Neural Network for Time Series Forecasting.

Aitian Ma, Dongsheng Luo, Mo Sha

Proceedings of the 41st ACM/SIGAPP Symposium on Applied Computing, 2026

2025

WMN-CDA: Contrastive Domain Adaptation for Wireless Mesh Network Configuration.

Aitian Ma, Mo Sha

Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing, 2025

A Feasibility Study on Using LoRa Link Characteristics to Predict Ambient Air Temperature.

Aitian Ma, Jean Carlos Tonday Rodriguez, Mo Sha, Dongsheng Luo

Proceedings of the IEEE INFOCOM 2025, 2025

LoRaDoctor: LLM-Driven Diagnosis and Adaptive Policy Optimization for Reducing Packet Error Rate in LoRaWAN Networks.

Dongyi Ma, Aitian Ma, Sirui Luo, Martin de Jode, Andrew Hudson-Smith, Mo Sha

Proceedings of the International Conference on Machine Learning and Applications, 2025

2024

Adapting Wireless Network Configuration From Simulation to Reality via Deep Learning-Based Domain Adaptation.

Junyang Shi, Aitian Ma, Xia Cheng, Mo Sha, Xi Peng

IEEE/ACM Trans. Netw., June, 2024

MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters.

Aitian Ma, Dongsheng Luo, Mo Sha

CoRR, 2024

MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting.

Aitian Ma, Dongsheng Luo, Mo Sha

CoRR, 2024

Parametric Augmentation for Time Series Contrastive Learning.

Xu Zheng, Tianchun Wang, Wei Cheng, Aitian Ma, Haifeng Chen, Mo Sha, Dongsheng Luo

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Enabling Reliable Environmental Sensing with LoRa, Energy Harvesting, and Domain Adaptation.

Aitian Ma, Jean Carlos Tonday Rodriguez, Mo Sha

Proceedings of the 33rd International Conference on Computer Communications and Networks, 2024