ICML 2025 Workshop ML4Wireless Submissions

Position: The field of small language models needs greater attention and a more systematic approach from the CS research community
Ivan Samoylenko
- Published: 06 Jun 2025, Last Modified: 21 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding
JIAHONG NING, Ce ZHENG, Tingting Yang
- Published: 06 Jun 2025, Last Modified: 28 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Hierarchical and Collaborative LLM-Based Control for Multi-UAV Motion and Communication in Integrated Terrestrial and Non-Terrestrial Networks
Zijiang Yan, Hao Zhou, Jianhua Pei, Hina Tabassum
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Tackling Spatial-Temporal Data Heterogeneity for Federated Continual Learning in Edge Networks
Junyu Shi, Kun Guo, Xijun Wang, Peng YANG, Howard Hao Yang
- Published: 06 Jun 2025, Last Modified: 17 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Personalized Language-Oriented Semantic Communication
Giordano Cicchetti, Eleonora Grassucci, Danilo Comminiello
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Towards Constraint-aware Learning for Resource Allocation in NFV Networks
Tianfu Wang, Long yang, Chao Wang, Chuan Qin, Liwei Deng, Li Shen, Hui Xiong
- Published: 06 Jun 2025, Last Modified: 25 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Physics-Informed Parametric Bandits for Beam Alignment in mmWave Communications
Hao Qin, Thang Duong, Ming Li, Chicheng Zhang
- Published: 06 Jun 2025, Last Modified: 08 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
TCNet: A Unified Framework for CSI Feedback Compression Leveraging Language Model as Lossless Compressor
Zijiu Yang, Qianqian Yang
- Published: 06 Jun 2025, Last Modified: 14 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
On-Device LLM for Context-Aware Wi-Fi Roaming
Juhyung Lee, Yanqing Lu, Klaus Doppler
- Published: 06 Jun 2025, Last Modified: 09 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Deep-OFDM: Robust Neural Modulation for High Mobility
Sravan Kumar Ankireddy, S Ashwin Hebbar, Pramod Viswanath, Hyeji Kim
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Neural Network-Driven Estimation of Hardware Impairments for Robust Wireless Device Identification
Haytham Albousayri, Bechir Hamdaoui, Weng-Keen Wong
- Published: 06 Jun 2025, Last Modified: 20 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Residual Diffusion Models for Joint Source Channel Coding of MIMO CSI
Sravan Kumar Ankireddy, Heasung Kim, Hyeji Kim
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Towards a Foundation Model for Communication Systems
Davide Buffelli, Sowmen Das, Yu-Wei Lin, Sattar Vakili, Chien-Yi Wang, Masoud Attarifar, Pritthijit Nath, Da-shan Shiu
- Published: 06 Jun 2025, Last Modified: 07 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Simplicity is Key: An Unsupervised Pretraining Approach for Sparse Radio Channels
Jonathan Ott, Maximilian Stahlke, Tobias Feigl, Bjoern Eskofier, Christopher Mutschler
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Uncertainty-Aware Opportunistic Hybrid Language Model in Wireless Robotic Systems
Jeyoung Park, Yeonsub Lim, Seungeun Oh, Jihong Park, Seong-Lyun Kim
- Published: 06 Jun 2025, Last Modified: 02 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
BiCompFL: Bi-Directional Compression for Stochastic Federated Learning
Maximilian Egger, Rawad Bitar, Antonia Wachter-Zeh, Nir Weinberger, Deniz Gunduz
- Published: 06 Jun 2025, Last Modified: 23 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
ULTRA: UNet Helps Transformer to Forecast The Network States in 5G Network
Renxiao Zeng, Yukuan Jia, Jintao Yan, Sheng Zhou
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Maximizing Channel Capacity in Semantic Communication: A Classifier-Based Mutual Information Estimation Approach
Xu Wang, Di Wang, Zheng Shi, Guanghua Yang
- Published: 06 Jun 2025, Last Modified: 12 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Continual Learning for Wireless Channel Prediction
Muhammad Ahmed Mohsin, Muhammad Umer, Ahsan Bilal, Muhammad Ali Jamshed, John M. Cioffi
- Published: 06 Jun 2025, Last Modified: 01 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
AutoBS: Autonomous Base Station Deployment with Reinforcement Learning and Digital Network Twins
Juhyung Lee, Andreas Molisch
- Published: 06 Jun 2025, Last Modified: 09 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Efficient and Robust Semantic Image Communication via Stable Cascade
Rana Ahmad Bilal Khalid, Pedro Freire, Sergei K. Turitsyn, Jaroslaw E. Prilepsky
- Published: 06 Jun 2025, Last Modified: 09 Sept 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management
Yuyan Lin, Hao Zhou, Chengming Hu, Xue Liu, Hao chen, Yan Xin, Jianzhong Charlie Zhang
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Prompting Wireless Networks: Reinforced In-Context Learning for Power Control
Hao Zhou, Chengming Hu, Dun Yuan, Ye Yuan, Di Wu, Xue Liu, Jianzhong Charlie Zhang
- Published: 06 Jun 2025, Last Modified: 06 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Uplink-Aware Federated Learning Based on Model Pruning in Satellite Networks
Chenyu Xu, Yijie Mao, Xiong Wang, Jingjing Zhang, Yuanming Shi
- Published: 06 Jun 2025, Last Modified: 16 Jun 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone
Specification Generation for Neural Networks in Networking Systems
Isha Chaudhary, Shuyi Lin, Cheng Tan, Gagandeep Singh
- Published: 06 Jun 2025, Last Modified: 12 Jul 2025
- ICML Workshop on ML4Wireless
- Readers: Everyone