ICML
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How to do fast, accurate multi-category classification
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Many of today’s most useful AI systems are multilabel classifiers: they map input data into multiple categories at once. An object recognizer, for instance, ...

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ICML: “Test of time” paper shows how times have changed
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Amazon researchers have nine new papers at this year’s International Conference on Machine Learning (ICML), one of the top conferences in AI. Matthias ...

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AutoGluon Tabular: Automatic machine learning for tabular data
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In July, AI scientists from around the globe gathered in virtual attendance for the 37th annual International Conference on Machine Learning (ICML). ...

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Improving LLM pretraining with better data organization
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The documents used to train a large language model (LLM) are typically concatenated to form a single “superdocument”, which is then divided into sequences ...

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A quick guide to Amazon’s papers at ICML 2024
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Amazon’s papers at the International Conference on Machine Learning (ICML) lean — like the conference as a whole — toward the theoretical. Although some ...

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New take on hierarchical time series forecasting improves accuracy
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Time series forecasting is often hierarchical: a utility company might, for instance, want to forecast energy consumption or supply at regional, state, and ...

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Amazon at ICML: Industry and academia meet at Expo Day
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At this year’s International Conference on Machine Learning (ICML), Alice Zheng, a senior manager of applied science in Amazon’s display advertising ...

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Determining causality in correlated time series
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Given observed time series and a target time series of interest, can we identify the causes of the target, without excluding the presence of hidden time ...

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New method identifies the root causes of statistical outliers
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Outliers are rare observations where a system deviates from its usual behavior. They arise in many real-world applications (e.g., medicine, finance) and ...

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ICML: Where causality meets machine learning
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Dominik Janzing, a principal research scientist with Amazon Web Services, is a coauthor on four of Amazon’s 18 papers at this year’s International ...

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