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08/10/2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers
Time-dependent partial differential equations (PDEs) are ubiquitous in s...
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06/16/2023
BISCUIT: Causal Representation Learning from Binary Interactions
Identifying the causal variables of an environment and how to intervene ...
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06/01/2023
Rotating Features for Object Discovery
The binding problem in human cognition, concerning how the brain represe...
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12/09/2022
Mesh Neural Networks for SE(3)-Equivariant Hemodynamics Estimation on the Artery Wall
Computational fluid dynamics (CFD) is a valuable asset for patient-speci...
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10/05/2022
Differentiable Mathematical Programming for Object-Centric Representation Learning
We propose topology-aware feature partitioning into k disjoint partition...
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06/13/2022
iCITRIS: Causal Representation Learning for Instantaneous Temporal Effects
Causal representation learning is the task of identifying the underlying...
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04/05/2022
Complex-Valued Autoencoders for Object Discovery
Object-centric representations form the basis of human perception and en...
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03/30/2022
Weakly supervised causal representation learning
Learning high-level causal representations together with a causal model ...
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02/07/2022
CITRIS: Causal Identifiability from Temporal Intervened Sequences
Understanding the latent causal factors of a dynamical system from visua...
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09/10/2021
Mesh convolutional neural networks for wall shear stress estimation in 3D artery models
Computational fluid dynamics (CFD) is a valuable tool for personalised, ...
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07/22/2021
Efficient Neural Causal Discovery without Acyclicity Constraints
Learning the structure of a causal graphical model using both observatio...
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04/10/2021
Meta-learning for fast cross-lingual adaptation in dependency parsing
Meta-learning, or learning to learn, is a technique that can help to ove...
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12/23/2020
A Multimodal Framework for the Detection of Hateful Memes
An increasingly common expression of online hate speech is multimodal in...
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08/07/2020
Diversifying Task-oriented Dialogue Response Generation with Prototype Guided Paraphrasing
Existing methods for Dialogue Response Generation (DRG) in Task-oriented...
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06/17/2020