Search Results for author: Sophia Sun

Found 3 papers, 2 papers with code

Copula Conformal Prediction for Multi-step Time Series Forecasting

1 code implementation6 Dec 2022 Sophia Sun, Rose Yu

Accurate uncertainty measurement is a key step to building robust and reliable machine learning systems.

Conformal Prediction Time Series +2

Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey

no code implementations8 Sep 2022 Sophia Sun

Machine learning methods are increasingly widely used in high-risk settings such as healthcare, transportation, and finance.

Conformal Prediction Decision Making +1

Probabilistic Symmetry for Multi-Agent Dynamics

1 code implementation4 May 2022 Sophia Sun, Robin Walters, Jinxi Li, Rose Yu

We propose a novel deep dynamics model, Probabilistic Equivariant Continuous COnvolution (PECCO) for probabilistic prediction of multi-agent trajectories.

Autonomous Driving Collision Avoidance +3

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