Trajectory Prediction using Generative Adversarial Network in Multi-Class Scenarios

no code implementations • 18 Oct 2021 • Shilun Li, Tracy Cai, Jiayi Li

Predicting traffic agents' trajectories is an important task for auto-piloting.

Generative Adversarial Network Trajectory Prediction

Did the Model Change? Efficiently Assessing Machine Learning API Shifts

no code implementations • 29 Jul 2021 • Lingjiao Chen, Tracy Cai, Matei Zaharia, James Zou

This motivated us to formulate the API shift assessment problem at a more fine-grained level as estimating how the API model's confusion matrix changes over time when the data distribution is constant.

BIG-bench Machine Learning