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cs.LG2026
Analysis of Adam Algorithms for Stochastic Dynamic Systems
Xin Zheng, Yifei Jin, Lei Guo
The adaptive moment estimation algorithm, known as Adam, is widely used in modern machine learning, owing to its low per-iteration complexity and strong empirical performance. Desp…
cs.LG2026
Momentum LMS Theory beyond Stationarity: Stability, Tracking, and Regret
Yifei Jin, Xin Zheng, Lei Guo
In large-scale data processing scenarios, data often arrive in sequential streams generated by complex systems that exhibit drifting distributions and time-varying system parameter…
cs.LG2025
Adaptive Sentencing Prediction with Guaranteed Accuracy and Legal Interpretability
Yifei Jin, Xin Zheng, Lei Guo
Existing research on judicial sentencing prediction predominantly relies on end-to-end models, which often neglect the inherent sentencing logic and lack interpretability-a critica…