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Why Did This Model Forecast This Future? Closed-Form Temporal Saliency
  Towards Causal Explanations of Probabilistic Forecasts

Why Did This Model Forecast This Future? Closed-Form Temporal Saliency Towards Causal Explanations of Probabilistic Forecasts

1 June 2022
Chirag Raman
Hayley Hung
Marco Loog
ArXivPDFHTML

Papers citing "Why Did This Model Forecast This Future? Closed-Form Temporal Saliency Towards Causal Explanations of Probabilistic Forecasts"

4 / 4 papers shown
Title
ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine
  Analysis of Free-Standing Social Interactions in the Wild
ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild
Chirag Raman
Jose Vargas-Quiros
Stephanie Tan
Ashraful Islam
Ekin Gedik
Hayley Hung
11
8
0
10 May 2022
Probabilistic Time Series Forecasts with Autoregressive Transformation
  Models
Probabilistic Time Series Forecasts with Autoregressive Transformation Models
David Rügamer
Philipp F. M. Baumann
Thomas Kneib
Torsten Hothorn
AI4TS
50
12
0
15 Oct 2021
Propagating State Uncertainty Through Trajectory Forecasting
Propagating State Uncertainty Through Trajectory Forecasting
Boris Ivanovic
Yifeng Lin
Shubham Shrivastava
Punarjay Chakravarty
Marco Pavone
78
18
0
07 Oct 2021
Learning Interpretable Deep State Space Model for Probabilistic Time
  Series Forecasting
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting
Longyuan Li
Junchi Yan
Xiaokang Yang
Yaohui Jin
OOD
BDL
AI4TS
39
60
0
31 Jan 2021
1