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08/14/2023
Bridging Offline-Online Evaluation with a Time-dependent and Popularity Bias-free Offline Metric for Recommenders
The evaluation of recommendation systems is a complex task. The offline ...
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11/29/2022
Learning to Optimize with Dynamic Mode Decomposition
Designing faster optimization algorithms is of ever-growing interest. In...
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11/23/2021
SimpleTron: Eliminating Softmax from Attention Computation
In this paper, we propose that the dot product pairwise matching attenti...
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09/20/2021
Dynamic Neural Diversification: Path to Computationally Sustainable Neural Networks
Small neural networks with a constrained number of trainable parameters,...
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02/10/2021
Deep Variational Autoencoder with Shallow Parallel Path for Top-N Recommendation (VASP)
Recently introduced EASE algorithm presents a simple and elegant way, ho...
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02/09/2021