Konstantinos Benidis
6 papers · 2019–2022 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Cross-Pollinator (14) πΊοΈ Taxonomy Completionist (10)
π£
Hot Topic Early Bird
Conferences
AISTATS (2)
NIPS (2)
ICML (1)
JMLR (1)
Top co-authors
Keywords
probabilistic forecasting
(3)
time series
(2)
recurrent neural network
(2)
deep learning
(1)
kalman filter
(1)
quantile regression
(1)
time series forecasting
(1)
multivariate time series
(1)
state space model
(1)
state-space model
(1)
normalizing flow
(1)
reparameterization trick
(1)
spline regression
(1)
monte carlo
(1)
probabilistic forecast
(1)
switching dynamical system
(1)
neural network
(1)
multi-horizon forecasting
(1)
energy score
(1)
input-convex neural network
(1)
Papers
Multivariate Quantile Function Forecaster
AISTATS 2022
Deep Explicit Duration Switching Models for Time Series
NIPS 2021
End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series
ICML 2021
Normalizing Kalman Filters for Multivariate Time Series Analysis
NIPS 2020
GluonTS: Probabilistic and Neural Time Series Modeling in Python
JMLR 2020
Probabilistic Forecasting with Spline Quantile Function RNNs
AISTATS 2019