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08/08/2023
Probabilistic Invariant Learning with Randomized Linear Classifiers
Designing models that are both expressive and preserve known invariances...
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02/16/2023
FOSI: Hybrid First and Second Order Optimization
Though second-order optimization methods are highly effective, popular a...
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07/28/2022
Unsupervised Frequent Pattern Mining for CEP
Complex Event Processing (CEP) is a set of methods that allow efficient ...
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06/18/2022
Coin Flipping Neural Networks
We show that neural networks with access to randomness can outperform de...
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06/23/2021
Learning Under Delayed Feedback: Implicitly Adapting to Gradient Delays
We consider stochastic convex optimization problems, where several machi...
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02/21/2020
It's Not What Machines Can Learn, It's What We Cannot Teach
Can deep neural networks learn to solve any task, and in particular prob...
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11/28/2019
Adaptive Communication Bounds for Distributed Online Learning
We consider distributed online learning protocols that control the excha...
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09/24/2019
Gap Aware Mitigation of Gradient Staleness
Cloud computing is becoming increasingly popular as a platform for distr...
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07/26/2019
Taming Momentum in a Distributed Asynchronous Environment
Although distributed computing can significantly reduce the training tim...
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05/22/2019
Efficient Multi-Resource, Multi-Unit VCG Auction
We consider the optimization problem of a multi-resource, multi-unit VCG...
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01/29/2018
Join Query Optimization Techniques for Complex Event Processing Applications
Complex event processing (CEP) is a prominent technology used in many mo...
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01/25/2018