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Lena Podina

2 accepted papers

2023

Better Peer Grading through Bayesian Inference

AAAI 2023technical

Peer grading systems aggregate noisy reports from multiple students to approximate a "true" grade as closely as possible. Most current systems either take the mean or median of reported grades; others aim to estimate students’ grading accuracy under a probabilistic model. This paper extends the stat…

2023

Universal Physics-Informed Neural Networks: Symbolic Differential Operator Discovery with Sparse Data

ICML 2023poster

In this work we perform symbolic discovery of differential operators in a situation where there is sparse experimental data. This small data regime in machine learning can be made tractable by providing our algorithms with prior information about the underlying dynamics. Physics Informed Neural Netw…

Cited by 19SourcePDFScholar