Liang Wu

Fine-grained Generalization Analysis of Vector-Valued Learning

2021 · Proceedings of the AAAI Conference on Artificial Intelligence

Many fundamental machine learning tasks can be formulated as a problem of learning with vector-valued functions, where we learn multiple scalar-valued functions together. Although there is some generalization analysis on different specific algorithms under the …

Remote Work Optimization with Robust Multi-channel Graph Neural Networks

2022 · arXiv (Cornell University)

The spread of COVID-19 leads to the global shutdown of many corporate offices, and encourages companies to open more opportunities that allow employees to work from a remote location. As the workplace type expands from …

EIQP: Execution-time-certified and Infeasibility-detecting QP Solver

2025 · arXiv (Cornell University)

Solving real-time quadratic programming (QP) is a ubiquitous task in control engineering, such as in model predictive control and control barrier function-based QP. In such real-time scenarios, certifying that the employed QP algorithm can either …

GNER: A Generative Model for Geological Named Entity Recognition Without Labeled Data Using Deep Learning

2019 · Earth and Space Science

Abstract A variety of detailed data about geological topics and geoscience knowledge are buried in the geoscience literature and rarely used. Named entity recognition (NER) provides both opportunities and challenges to leverage this wealth of …