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01/29/2023
Neural Relation Graph for Identifying Problematic Data
Diagnosing and cleaning datasets are crucial for building robust machine...
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05/30/2022
Dataset Condensation via Efficient Synthetic-Data Parameterization
The great success of machine learning with massive amounts of data comes...
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10/04/2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble
Offline reinforcement learning (offline RL), which aims to find an optim...
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02/05/2021
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity
While deep neural networks show great performance on fitting to the trai...
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09/15/2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup
While deep neural networks achieve great performance on fitting the trai...
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03/05/2020
Spherical Principal Curves
This paper presents a new approach for dimension reduction of data obser...
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03/07/2019
Phase-aware Speech Enhancement with Deep Complex U-Net
Most deep learning-based models for speech enhancement have mainly focus...
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12/21/2018