conftrace_

probabilistic forecasting

45 papers

Explore in graph

Co-occurring keywords

time series forecasting (364) time series (435) multivariate time series (139) uncertainty quantification (1393) autoregressive model (456) diffusion model (3751) recurrent neural network (1790) state space model (390) quantile regression (95) variational inference (2069)

Papers

PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model AAAI 2022
C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting NIPS 2022
MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory Prediction CVPR 2022
Multivariate Quantile Function Forecaster AISTATS 2022
Faster online calibration without randomization: interval forecasts and the power of two choices COLT 2022
Darts: User-Friendly Modern Machine Learning for Time Series JMLR 2022
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting ICML 2021
Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting AAAI 2021
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting AAAI 2021
Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting ICML 2021
Probabilistic Forecasting: A Level-Set Approach NIPS 2021
MATS: An Interpretable Trajectory Forecasting Representation for Planning and Control CORL 2020
HCNAF: Hyper-Conditioned Neural Autoregressive Flow and its Application for Probabilistic Occupancy Map Forecasting CVPR 2020
Normalizing Kalman Filters for Multivariate Time Series Analysis NIPS 2020
Probabilistic Time Series Forecasting with Shape and Temporal Diversity NIPS 2020
Probabilistic Forecasting with Spline Quantile Function RNNs AISTATS 2019
Countdown Regression: Sharp and Calibrated Survival Predictions UAI 2019
Deep State Space Models for Time Series Forecasting NIPS 2018
Coherent Probabilistic Forecasts for Hierarchical Time Series ICML 2017
Analytic Long-Term Forecasting with Periodic Gaussian Processes AISTATS 2014