29 citations · 29 across the 1 of their papers we have counts for
5 papers
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders
Mingyue Cheng, Xiaoyu Tao, Zhiding Liu +4
Learning transferable representations from unlabeled time series is crucial for improving performance in data-scarce classification. Existing self-supervised methods often operate…
Generalized Dualities and Supergroups
Daniel Butter, Falk Hassler, Christopher N. Pope +1
Using a recently developed formulation of double field theory in superspace, the graviton, -field, gravitini, dilatini, and Ramond-Ramond bispinor are encoded in a single genera…
Consistent Truncations and Dualities
Daniel Butter, Falk Hassler, Christopher N. Pope +1
Recent progress in generalised geometry and extended field theories suggests a deep connection between consistent truncations and dualities, which is not immediately obvious. A pri…
On Optimizing the Communication of Model Parallelism
Yonghao Zhuang, Hexu Zhao, Lianmin Zheng +6
We study a novel and important communication pattern in large-scale model-parallel deep learning (DL), which we call cross-mesh resharding. This pattern emerges when the two paradi…
Top Down Approach to Topological Duality Defects
Jonathan J. Heckman, Max Hubner, Ethan Torres +2
Topological duality defects arise as codimension one generalized symmetry operators in quantum field theories (QFTs) with a duality symmetry. Recent investigations have shown that…