HKU Musketeers Foundation Institute of Data Science: Conference papers Collection home page

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Collection's Items (Sorted by Submit Date in Descending order): 1 to 20 of 392
TitleAuthor(s)Issue Date
Generalized equivalences between subsampling and ridge regularization
Proceeding/Conference:Advances in Neural Information Processing Systems
2023
Subsample Ridge Ensembles: Equivalences and Generalized Cross-Validation
Proceeding/Conference:Proceedings of Machine Learning Research
2023
2020
Optimal Ridge Regularization for Out-of-Distribution Prediction
Proceeding/Conference:Proceedings of Machine Learning Research
2024
Implicit Regularization Paths of Weighted Neural Representations
Proceeding/Conference:Advances in Neural Information Processing Systems
2024
 
Looped ReLU MLPs May Be All You Need as Practical Programmable Computers
Proceeding/Conference:The 28th International Conference on Artificial Intelligence and Statistics. (03/05/2025-05/05/2025, Mai Khao)
3-May-2025
 
Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs
Proceeding/Conference:The 28th International Conference on Artificial Intelligence and Statistics. (03/05/2025-05/05/2025, Mai Khao)
3-May-2025
 
When Can We Solve the Weighted Low Rank Approximation Problem in Truly Subquadratic Time?
Proceeding/Conference:The 28th International Conference on Artificial Intelligence and Statistics. (03/05/2025-05/05/2025, Mai Khao)
3-May-2025
 
HSR-Enhanced Sparse Attention Acceleration
Proceeding/Conference:Conference on Parsimony and Learning 2025 (24/03/2025-27/03/2025, Stanford University, California)
24-Mar-2025
 
Do Large Language Models Have Compositional Ability? An Investigation into Limitations and Scalability*
Proceeding/Conference:First Conference on Language Modeling (07/10/2024-12/10/2024, Philadelphia)
7-Oct-2024
 
Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond
Proceeding/Conference:Conference on Parsimony and Learning 2025 (24/03/2025-27/03/2025, Stanford University, California)
24-Mar-2025
 
Differential Privacy Mechanisms in Neural Tangent Kernel Regression
Proceeding/Conference:IEEE/CVF Winter Conference on Applications of Computer Vision 2025 (28/02/2025-04/03/2025, Tucson, Arizona)
28-Feb-2025
 
The Computational Limits of State-Space Models and Mamba via the Lens of Circuit Complexity
Proceeding/Conference:Conference on Parsimony and Learning 2025 (24/03/2025-27/03/2025, Stanford University, California)
24-Mar-2025
 
Fast John Ellipsoid Computation with Differential Privacy Optimization
Proceeding/Conference:Conference on Parsimony and Learning 2025 (24/03/2025-27/03/2025, Stanford University, California)
24-Mar-2025
 
Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix
Proceeding/Conference:The 13th International Conference on Learning Representations (ICLR) (24/04/2025-28/04/2025, Singapore)
24-Apr-2025
 
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent
Proceeding/Conference:The 28th International Conference on Artificial Intelligence and Statistics. (03/05/2025-05/05/2025, Mai Khao)
3-May-2025
 
Learning 3D Garment Animation from Trajectories of A Piece of Cloth
Proceeding/Conference:Neural Information Processing Systems (NeurIPS), 2024 (10/12/2024-15/12/2024, Vancouver, Canada)
5-Jun-2025
 
OmniPart: Part-Aware 3D Generation with Semantic Decoupling and Structural Cohesion
Proceeding/Conference:Siggraph Asia 2025 (16/12/2025-18/12/2025, Hong Kong)
18-Dec-2025
 
LiT: Delving into a Simple Linear Diffusion Transformer for Image Generation
Proceeding/Conference:International Conference on Computer Vision (ICCV) (19/10/2025-23/10/2025, Honolulu, Hawai'i)
23-Oct-2025
 
DreamCube: 3D Panorama Generation via Multi-plane Synchronization
Proceeding/Conference:International Conference on Computer Vision (ICCV) (19/10/2025-23/10/2025, Honolulu, Hawai'i)
23-Oct-2025
Collection's Items (Sorted by Submit Date in Descending order): 1 to 20 of 392