Workshop
A causal view on dynamical systems
S枚ren Becker 路 Alexis Bellot 路 Cecilia Casolo 路 Niki Kilbertus 路 Sara Magliacane 路 Yuyang (Bernie) Wang
Room 387
Sat 3 Dec, 7 a.m. PST
Chat is not available.
Timezone: America/Los_Angeles
Schedule
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Sat 7:00 a.m. - 7:05 a.m.
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Opening words
(
Introduction
)
>
SlidesLive Video |
馃敆 |
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Sat 7:05 a.m. - 7:30 a.m.
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Towards Markov Properties for Continuous-Time Dynamical Systems - Joris Mooij
(
Keynote Talk
)
>
SlidesLive Video |
Joris Mooij 馃敆 |
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Sat 7:30 a.m. - 7:34 a.m.
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Q&A
(
Q&A
)
>
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馃敆 |
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Sat 7:34 a.m. - 7:35 a.m.
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Speaker Introduction
(
Speaker Introduction
)
>
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馃敆 |
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Sat 7:35 a.m. - 8:00 a.m.
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Causal and graphical models for continuous-time event data
(
Keynote Talk
)
>
SlidesLive Video |
Vanessa Didelez 馃敆 |
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Sat 8:00 a.m. - 8:05 a.m.
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Q&A Causal and graphical models for continuous-time event data
(
Q&A
)
>
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馃敆 |
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Sat 8:05 a.m. - 8:29 a.m.
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Coffee Break
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馃敆 |
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Sat 8:29 a.m. - 8:30 a.m.
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Speaker Introduction
(
Speaker Introduction
)
>
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馃敆 |
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Sat 8:30 a.m. - 8:55 a.m.
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Dynamic Causal Modelling
(
Keynote Speaker Talk
)
>
SlidesLive Video |
Karl Friston 馃敆 |
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Sat 8:55 a.m. - 9:00 a.m.
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Q&A Dynamic Causal Modelling
(
Q&A
)
>
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馃敆 |
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Sat 9:00 a.m. - 9:25 a.m.
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Causal feature selection in time series data
(
Keynote Talk
)
>
SlidesLive Video |
Atalanti Mastakouri 馃敆 |
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Sat 9:25 a.m. - 9:30 a.m.
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Q&A Causal feature selection in time series data
(
Q&A
)
>
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馃敆 |
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Sat 9:30 a.m. - 10:30 a.m.
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Poster Session
(
Poster Session
)
>
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馃敆 |
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Sat 10:30 a.m. - 11:59 a.m.
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Lunch Break
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馃敆 |
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Sat 11:59 a.m. - 12:00 p.m.
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Speaker Introduction
(
Speaker Introduction
)
>
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馃敆 |
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Sat 12:00 p.m. - 12:25 p.m.
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Signature kernel methods
(
Keynote Talk
)
>
SlidesLive Video |
Cristopher Salvi 馃敆 |
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Sat 12:25 p.m. - 12:30 p.m.
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Q&A Signature kernel methods
(
Q&A
)
>
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馃敆 |
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Sat 12:30 p.m. - 12:55 p.m.
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Causal Discovery from Nonstationary Time Series - Biwei Huang
(
Keynote Talk
)
>
SlidesLive Video |
Biwei Huang 馃敆 |
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Sat 12:55 p.m. - 1:00 p.m.
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Q&A
(
Q&A
)
>
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馃敆 |
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Sat 1:00 p.m. - 1:30 p.m.
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Coffee Break
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馃敆 |
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Sat 1:30 p.m. - 1:42 p.m.
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Causal Inference out of Control: Identifying the Steerability of Consumption
(
Oral
)
>
link
SlidesLive Video |
Gary Cheng 路 Moritz Hardt 路 Celestine Mendler-D眉nner 馃敆 |
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Sat 1:42 p.m. - 1:54 p.m.
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A Balanced Design of Time Series Experiments
(
Oral
)
>
link
SlidesLive Video |
Tu Ni 路 Iavor Bojinov 路 Jinglong Zhao 馃敆 |
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Sat 1:54 p.m. - 2:06 p.m.
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GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints
(
Oral
)
>
link
SlidesLive Video |
Mohammadsajad Abavisani 路 David Danks 路 Vince Calhoun 路 Sergey Plis 馃敆 |
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Sat 2:06 p.m. - 2:20 p.m.
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Learning Heterogeneous Interaction Strengths by Trajectory Prediction with Graph Neural Network
(
Poster
)
>
link
SlidesLive Video |
Seungwoong Ha 路 Hawoong Jeong 馃敆 |
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Sat 2:20 p.m. - 2:50 p.m.
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Poster Session
(
Poster Session
)
>
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馃敆 |
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Sat 2:50 p.m. - 3:00 p.m.
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Closing Words
(
Closing Words
)
>
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馃敆 |
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Latent GP-ODEs with Informative Priors ( Poster ) > link | Ilze Amanda Auzina 路 脟a臒atay Y谋ld谋z 路 Efstratios Gavves 馃敆 |
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Estimating the mechanisms underlying transient dynamics based on peri-event data ( Poster ) > link | Kaidi Shao 路 Nikos K Logothetis 路 Michel Besserve 馃敆 |
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Reducing Causal Illusions through Deliberate Undersampling ( Poster ) > link | Kseniya Solovyeva 路 David Danks 路 Mohammadsajad Abavisani 路 Sergey Plis 馃敆 |
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Causal Inference out of Control: Identifying the Steerability of Consumption ( Poster ) > link | Gary Cheng 路 Moritz Hardt 路 Celestine Mendler-D眉nner 馃敆 |
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Bayesian Dynamic Causal Discovery ( Poster ) > link | Alexander Tong 路 Lazar Atanackovic 路 Jason Hartford 路 Yoshua Bengio 馃敆 |
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Spatiotemporal Information Flows ( Poster ) > link | Felix Zhou 路 Roshan Ravishankar 馃敆 |
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-
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GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints
(
Poster
)
>
link
SlidesLive Video |
Mohammadsajad Abavisani 路 David Danks 路 Vince Calhoun 路 Sergey Plis 馃敆 |
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Causal Bandits: Online Decision-Making in Endogenous Settings ( Poster ) > link | Jingwen Zhang 路 Yifang Chen 路 Amandeep Singh 馃敆 |
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Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting ( Poster ) > link | Tian Guo 馃敆 |
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Towards Reverse Causal Inference on Panel Data: Precise Formulation and Challenges ( Poster ) > link | Jiayao Zhang 路 Youngsuk Park 路 Danielle Maddix 路 Dan Roth 路 Yuyang (Bernie) Wang 馃敆 |
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Approximate Uncertainty Propagation for Continuous Gaussian Process Dynamical Systems ( Poster ) > link | Steffen Ridderbusch 路 Sina Ober-Bl枚baum 路 Paul Goulart 馃敆 |
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A Balanced Design of Time Series Experiments ( Poster ) > link | Tu Ni 路 Iavor Bojinov 路 Jinglong Zhao 馃敆 |
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Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions ( Poster ) > link | Violeta-Teodora Trifunov 路 Maha Shadaydeh 路 Joachim Denzler 馃敆 |
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On the Complexity of Counterfactual Reasoning ( Poster ) > link | Yunqiu Han 路 Yizuo Chen 路 Adnan Darwiche 馃敆 |
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Causal Discovery in Time Series Data Using Causally Invariant Locally Linear Models ( Poster ) > link | Alexander Mey 馃敆 |
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Petri Nets Enable Causal Reasoning in Dynamical Systems ( Poster ) > link | Ritwik Anand 路 Jeremy Zucker 路 Vartika Tewari 路 Karen Sachs 路 Olga Vitek 馃敆 |
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Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks ( Poster ) > link | Zhe Li 路 Andreas Tolias 路 Xaq Pitkow 馃敆 |
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Quantifying Causal Contribution in Rare Event Data ( Poster ) > link | Caner Turkmen 路 Dominik Janzing 路 Oleksandr Shchur 路 Lenon Minorics 路 Laurent Callot 馃敆 |
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Online Learning of Optimal Control Signals in Stochastic Linear Dynamical Systems ( Poster ) > link | Mohamad Kazem Shirani Faradonbeh 馃敆 |
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Evaluating vaccine allocation strategies using simulation-assisted causal modelling ( Poster ) > link | Armin Keki膰 路 Jonas Dehning 路 Luigi Gresele 路 Julius von K眉gelgen 路 Viola Priesemann 路 Bernhard Sch枚lkopf 馃敆 |
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Learning Heterogeneous Interaction Strengths by Trajectory Prediction with Graph Neural Network ( Oral ) > link | Seungwoong Ha 路 Hawoong Jeong 馃敆 |
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Provably Efficient Causal Model-Based Reinforcement Learning for Environment-Agnostic Generalization ( Poster ) > link | Mirco Mutti 路 Riccardo De Santi 路 Emanuele Rossi 路 Juan Calderon 路 Michael Bronstein 路 Marcello Restelli 馃敆 |