5 papers
Graph2TS: Structure-Controlled Time Series Generation via Quantile-Graph VAEs
Shaoshuai Du, Joze M. Rozanec, Andy Pimentel +1
Although recent generative models can produce time series with close marginal distributions, they often face a fundamental tension between preserving global temporal structure and…
MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection
Yixian Shen, Qi Bi, Jia-Hong Huang +3
We present a new adaptation method MaCP, Minimal yet Mighty adaptive Cosine Projection, that achieves exceptional performance while requiring minimal parameters and memory for fine…
SSH: Sparse Spectrum Adaptation via Discrete Hartley Transformation
Yixian Shen, Qi Bi, Jia-Hong Huang +3
Low-rank adaptation (LoRA) has been demonstrated effective in reducing the trainable parameter number when fine-tuning a large foundation model (LLM). However, it still encounters…
MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection
Yixian Shen, Qi Bi, Jia-Hong Huang +3
We present a new adaptation method MaCP, Minimal yet Mighty adaptive Cosine Projection, that achieves exceptional performance while requiring minimal parameters and memory for fine…
Using Evolutionary Algorithms to Find Cache-Friendly Generalized Morton Layouts for Arrays
Stephen Nicholas Swatman, Ana-Lucia Varbanescu, Andy D. Pimentel +2
The layout of multi-dimensional data can have a significant impact on the efficacy of hardware caches and, by extension, the performance of applications. Common multi-dimensional l…