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cs.LG2026
InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate
Zhengyang Hu, Yanzhi Chen, Hanxiang Ren +5
Measuring statistical dependency between high-dimensional random variables is a fundamental task in data science and machine learning. Neural mutual information (MI) estimators off…
cs.LG2025
Optimal Batch-Size Control for Low-Latency Federated Learning with Device Heterogeneity
Huiling Yang, Zhanwei Wang, Kaibin Huang
Federated learning (FL) has emerged as a popular approach for collaborative machine learning in sixth-generation (6G) networks, primarily due to its privacy-preserving capabilities…