Yu, Annan

8 publications

ICLR 2026 Understanding Transformers for Time Series: Rank Structure, Flow-of-Ranks, and Compressibility Annan Yu, Danielle C. Maddix, Boran Han, Xiyuan Zhang, Abdul Fatir Ansari, Oleksandr Shchur, Christos Faloutsos, Andrew Gordon Wilson, Michael W. Mahoney, Bernie Wang

ICLR 2026 Understanding the Implicit Biases of Design Choices for Time Series Foundation Models Annan Yu, Danielle C. Maddix, Boran Han, Xiyuan Zhang, Abdul Fatir Ansari, Oleksandr Shchur, Christos Faloutsos, Andrew Gordon Wilson, Michael W. Mahoney, Bernie Wang

NeurIPS 2025 Block-Biased Mamba for Long-Range Sequence Processing Annan Yu, N. Benjamin Erichson

TMLR 2025 Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting Soon Hoe Lim, Yijin Wang, Annan Yu, Emma Hart, Michael W. Mahoney, Sherry Li, N. Benjamin Erichson

ICLR 2025 HOPE for a Robust Parameterization of Long-Memory State Space Models Annan Yu, Michael W. Mahoney, N. Benjamin Erichson

ICLR 2025 Tuning Frequency Bias of State Space Models Annan Yu, Dongwei Lyu, Soon Hoe Lim, Michael W. Mahoney, N. Benjamin Erichson

ICLR 2024 Robustifying State-Space Models for Long Sequences via Approximate Diagonalization Annan Yu, Arnur Nigmetov, Dmitriy Morozov, Michael W. Mahoney, N. Benjamin Erichson

ICLR 2023 Tuning Frequency Bias in Neural Network Training with Nonuniform Data Annan Yu, Yunan Yang, Alex Townsend