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Workshop

A causal view on dynamical systems

Sören Becker ⋅ Alexis Bellot ⋅ Cecilia Casolo ⋅ Niki Kilbertus ⋅ Sara Magliacane ⋅ Yuyang (Bernie) Wang
Project Page [ Contact: causaldyn.neurips22@gmail.com ]

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Schedule

Timezone: America/Los_Angeles
7:00 AM
Opening words
7:30 AM
Q&A
8:05 AM
Coffee Break
8:30 AM
Dynamic Causal Modelling
Karl Friston
9:00 AM
Causal feature selection in time series data
Atalanti Mastakouri
9:30 AM
Poster Session
10:30 AM
Lunch Break
12:00 PM
Signature kernel methods
Cristopher Salvi
12:55 PM
Q&A
1:00 PM
Coffee Break
1:30 PM
Causal Inference out of Control: Identifying the Steerability of Consumption
Gary Cheng ⋅ Moritz Hardt ⋅ Celestine Mendler-Dünner
1:42 PM
A Balanced Design of Time Series Experiments
Tu Ni ⋅ Iavor Bojinov ⋅ Jinglong Zhao
1:54 PM
GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints
Mohammadsajad Abavisani ⋅ David Danks ⋅ Vince Calhoun ⋅ Sergey Plis
2:20 PM
Poster Session
2:50 PM
Closing Words
Latent GP-ODEs with Informative Priors
Ilze Amanda Auzina ⋅ Çağatay Yıldız ⋅ Efstratios Gavves
Estimating the mechanisms underlying transient dynamics based on peri-event data
Kaidi Shao ⋅ Nikos K Logothetis ⋅ Michel Besserve
Reducing Causal Illusions through Deliberate Undersampling
Kseniya Solovyeva ⋅ David Danks ⋅ Mohammadsajad Abavisani ⋅ Sergey Plis
Causal Inference out of Control: Identifying the Steerability of Consumption
Gary Cheng ⋅ Moritz Hardt ⋅ Celestine Mendler-Dünner
Bayesian Dynamic Causal Discovery
Alexander Tong ⋅ Lazar Atanackovic ⋅ Jason Hartford ⋅ Yoshua Bengio
Spatiotemporal Information Flows
Felix Zhou ⋅ Roshan Ravishankar
GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints
Mohammadsajad Abavisani ⋅ David Danks ⋅ Vince Calhoun ⋅ Sergey Plis
Causal Bandits: Online Decision-Making in Endogenous Settings
Jingwen Zhang ⋅ Yifang Chen ⋅ Amandeep Singh
Towards Reverse Causal Inference on Panel Data: Precise Formulation and Challenges
Jiayao Zhang ⋅ Youngsuk Park ⋅ Danielle Maddix ⋅ Dan Roth ⋅ Yuyang (Bernie) Wang
Approximate Uncertainty Propagation for Continuous Gaussian Process Dynamical Systems
Steffen Ridderbusch ⋅ Sina Ober-Blöbaum ⋅ Paul Goulart
A Balanced Design of Time Series Experiments
Tu Ni ⋅ Iavor Bojinov ⋅ Jinglong Zhao
Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions
Violeta-Teodora Trifunov ⋅ Maha Shadaydeh ⋅ Joachim Denzler
On the Complexity of Counterfactual Reasoning
Yunqiu Han ⋅ Yizuo Chen ⋅ Adnan Darwiche
Petri Nets Enable Causal Reasoning in Dynamical Systems
Ritwik Anand ⋅ Jeremy Zucker ⋅ Vartika Tewari ⋅ Karen Sachs ⋅ Olga Vitek
Quantifying Causal Contribution in Rare Event Data
Caner Turkmen ⋅ Dominik Janzing ⋅ Oleksandr Shchur ⋅ Lenon Minorics ⋅ Laurent Callot
Evaluating vaccine allocation strategies using simulation-assisted causal modelling
Armin Kekić ⋅ Jonas Dehning ⋅ Luigi Gresele ⋅ Julius von Kügelgen ⋅ Viola Priesemann ⋅ Bernhard Schölkopf
Provably Efficient Causal Model-Based Reinforcement Learning for Environment-Agnostic Generalization
Mirco Mutti ⋅ Riccardo De Santi ⋅ Emanuele Rossi ⋅ Juan Calderon ⋅ Michael Bronstein ⋅ Marcello Restelli