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02/22/2023
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory
Rate-distortion theory-based outlier detection builds upon the rationale...
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09/13/2022
Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks
We present evidence for the existence and effectiveness of adversarial a...
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05/20/2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing
Deep learning (DL) models for natural language processing (NLP) tasks of...
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10/20/2021
Privacy in Open Search: A Review of Challenges and Solutions
Privacy is of worldwide concern regarding activities and processes that ...
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10/18/2021
State-Space Constraints Improve the Generalization of the Differentiable Neural Computer in some Algorithmic Tasks
Memory-augmented neural networks (MANNs) can solve algorithmic tasks lik...
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07/23/2021
Structack: Structure-based Adversarial Attacks on Graph Neural Networks
Recent work has shown that graph neural networks (GNNs) are vulnerable t...
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04/22/2021
Formula RL: Deep Reinforcement Learning for Autonomous Racing using Telemetry Data
This paper explores the use of reinforcement learning (RL) models for au...
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03/24/2021
Machine Learning based Indicators to Enhance Process Monitoring by Pattern Recognition
In industrial manufacturing, modern high-tech equipment delivers an incr...
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10/30/2020
On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks
Graph Neural Networks (GNNs) are effective in many applications. Still, ...
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10/29/2020
Lessons Learned from the 1st ARIEL Machine Learning Challenge: Correcting Transiting Exoplanet Light Curves for Stellar Spots
The last decade has witnessed a rapid growth of the field of exoplanet d...
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08/18/2020
A Formally Robust Time Series Distance Metric
Distance-based classification is among the most competitive classificati...
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11/14/2019
Robust Parameter-Free Season Length Detection in Time Series
The in-depth analysis of time series has gained a lot of research intere...
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08/12/2019