Thesis Proposal Examination – Data Science and Analytics Thrust

Designing SLO-Aware Serving Systems for Dependency-Intensive Applications

2025年12月09日

A Study on Robustness and Generalization for Visual and Multimodal Learning

2025年09月25日

Novel Representation Learning Frameworks for Tabular Data and a Unifying Theory for Optimal Nested Simulation.

2025年08月18日

GRAPH REPRESENTATION LEARNING ONREAL-WORLD COMPLEX NETWORKS

2025年08月15日

From Iterative to Instantaneous: DiffusionPost-Training for Real-Time High-Quality Generation.

2025年07月24日

Data Stream Management: Efficient T-GNN Training over Large-Scale Dynamic Graphs

2025年07月22日

Advanced Training Strategies for Classical Machine Learning and Their Applications

2025年07月14日

Efcientand Scalable Training of Graph Neural Networks at Scale

2025年06月17日

Understanding Vessel Movement: A Multi-Perspective Study on Spatio-temporal Maritime Trajectories

2025年06月10日

Nonparametric Surrogate Modeling with Applications in Stochastic Simulation

2025年06月09日

MITIGATING DATA CHALLENGES INSEQUENTIAL RECOMMENDER SYSTEMS

2025年06月08日

Kernel Learning Methods in Offline andOnline Settings

2025年06月08日

Towards Scalable and Generalizable PDE Solving

2025年06月08日

Attribute-Filtering Approximate Nearest Neighbor Search in Vector Databases

2025年06月08日

MULTI-MODAL TIME SERIES ANALYSIS WITHLARGE MODELS: REPRESENTATION,ADAPTATION, AND APPLICATIONS

2025年06月08日

Protein Function Prediction with Sequence,Structure, and Protein-Protein Interaction Networks

2025年06月08日

From Unimodal to Multimodal: Time Series Classification with Transformer and Language Model

2025年06月08日

MoE-Based Forecasting Method with Multi-ModalFusion and Cross-domain Alignment

2025年06月08日