3 papers
cs.LG2026
The Advantages of Fresh Sketching for Ridge Regression
Linkai Ma, Qilin Li, Petros Drineas
Over the past 25 years, sketching and sampling have become widely used tools for accelerating large-scale regression. In iterative randomized solvers, a basic design choice is whet…
cs.SD2025
Memo2496: Expert-Annotated Dataset and Dual-view Adaptive Framework for Music Emotion Recognition
Qilin Li, C. L. Philip Chen, Tong Zhang
Music Emotion Recognition (MER) is constrained by limited expert annotations and the need to establish robustness across heterogeneous corpora. Memo2496 supplies a reproducible dat…
quant-ph2025
Harnessing Bayesian Statistics to Accelerate Iterative Quantum Amplitude Estimation
Qilin Li, Atharva Vidwans, Yazhen Wang +1
We establish a unified statistical framework that underscores the crucial role statistical inference plays in Quantum Amplitude Estimation (QAE), a task essential to fields ranging…