Valentin Flunkert
5 papers · 2016–2022 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(15)
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Trend Setter
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Research topics
Machine Learning
(4)
Data Science & Analytics
(3)
Learning Types · Machine Learning
(3)
Methods
(3)
Deep Learning
(2)
Architectures
(2)
Core Methods
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Applications
(1)
Bayesian & Probabilistic
(1)
Learning Types · Deep Learning
(1)
Models
(1)
Optimization
(1)
Keywords
time series
(3)
representation learning
(1)
semi-supervised learning
(1)
probabilistic modeling
(1)
anomaly detection
(1)
bayesian inference
(1)
data augmentation
(1)
deep learning
(1)
quantile regression
(1)
time series forecasting
(1)
recurrent neural network
(1)
synthetic data
(1)
generative adversarial network
(1)
kalman smoothing
(1)
probabilistic forecasting
(1)
spline regression
(1)
demand forecasting
(1)
neural network
(1)
progressive growing
(1)
deep anomaly detection
(1)
Papers
Neural Contextual Anomaly Detection for Time Series
IJCAI 2022
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series
ICLR 2022
GluonTS: Probabilistic and Neural Time Series Modeling in Python
JMLR 2020
Probabilistic Forecasting with Spline Quantile Function RNNs
AISTATS 2019
Bayesian Intermittent Demand Forecasting for Large Inventories
NeurIPS 2016