research
∙
07/18/2023
Learning Dynamic Attribute-factored World Models for Efficient Multi-object Reinforcement Learning
In many reinforcement learning tasks, the agent has to learn to interact...
share
research
∙
06/16/2023
BISCUIT: Causal Representation Learning from Binary Interactions
Identifying the causal variables of an environment and how to intervene ...
research
∙
06/01/2023
Graph Switching Dynamical Systems
Dynamical systems with complex behaviours, e.g. immune system cells inte...
research
∙
02/26/2023
Invariant Neural Ordinary Differential Equations
Latent neural ordinary differential equations have been proven useful fo...
research
∙
06/13/2022
iCITRIS: Causal Representation Learning for Instantaneous Temporal Effects
Causal representation learning is the task of identifying the underlying...
research
∙
03/30/2022
Factored Adaptation for Non-Stationary Reinforcement Learning
Dealing with non-stationarity in environments (i.e., transition dynamics...
research
∙
02/07/2022
CITRIS: Causal Identifiability from Temporal Intervened Sequences
Understanding the latent causal factors of a dynamical system from visua...
research
∙
07/06/2021
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning
Most approaches in reinforcement learning (RL) are data-hungry and speci...
research
∙
11/01/2020
Active Structure Learning of Causal DAGs via Directed Clique Tree
A growing body of work has begun to study intervention design for effici...
research
∙
07/02/2020
Verifiably Safe Exploration for End-to-End Reinforcement Learning
Deploying deep reinforcement learning in safety-critical settings requir...
research
∙
10/18/2018
An Upper Bound for Random Measurement Error in Causal Discovery
Causal discovery algorithms infer causal relations from data based on se...
research
∙
07/20/2017
Causal Transfer Learning
An important goal in both transfer learning and causal inference is to m...
research
∙
11/30/2016
Joint Causal Inference from Observational and Experimental Datasets
We introduce Joint Causal Inference (JCI), a powerful formulation of cau...
research
∙
06/22/2016