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Xiyou Zhou

3 accepted papers

2022

Tensor Program Optimization with Probabilistic Programs

NeurIPS 2022accept

Automatic optimization for tensor programs becomes increasingly important as we deploy deep learning in various environments, and efficient optimization relies on a rich search space and effective search. Most existing efforts adopt a search space which lacks the ability to efficiently enable domain…

Cited by 36SourcePDFScholar
2020

TabFact: A Large-scale Dataset for Table-based Fact Verification

ICLR 2020poster

The problem of verifying whether a textual hypothesis holds based on the given evidence, also known as fact verification, plays an important role in the study of natural language understanding and semantic representation. However, existing studies are mainly restricted to dealing with unstructured e…

Cited by 517SourcecodeScholar
2019

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

NeurIPS 2019poster

Time series forecasting is an important problem across many domains, including predictions of solar plant energy output, electricity consumption, and traffic jam situation. In this paper, we propose to tackle such forecasting problem with Transformer. Although impressed by its performance in our pre…

Cited by 2073SourcePDFScholar