attention mechanisms 1attention reranking 1language model sampling 1linear-time models 1long-context recall 1masked diffusion 1parallel decoding 1sequence modeling 1sparse memory 1training-free methods 1
From the 2 of 73 linked papers with an AI index.
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2024
Learning with Norm Constrained, Over-parameterized, Two-layer Neural Networks
Fanghui Liu, Leello Dadi, Volkan Cevher
Recent studies show that a reproducing kernel Hilbert space (RKHS) is not a suitable space to model functions by neural networks as the curse of dimensionality (CoD) cannot be evad…
stat.ML2024
High-Dimensional Kernel Methods under Covariate Shift: Data-Dependent Implicit Regularization
Yihang Chen, Fanghui Liu, Taiji Suzuki +1
This paper studies kernel ridge regression in high dimensions under covariate shifts and analyzes the role of importance re-weighting. We first derive the asymptotic expansion of h…