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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
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ArXiv
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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
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
David Rügamer
Philipp F. M. Baumann
Thomas Kneib
Torsten Hothorn
AI4TS
50
12
0
15 Oct 2021
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
Longyuan Li
Junchi Yan
Xiaokang Yang
Yaohui Jin
OOD
BDL
AI4TS
39
60
0
31 Jan 2021
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