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Representation Learning

20,812 papers

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Papers

Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers AISTATS 2024
Causally Inspired Regularization Enables Domain General Representations AISTATS 2024
SDMTR: A Brain-inspired Transformer for Relation Inference AISTATS 2024
Directed Hypergraph Representation Learning for Link Prediction AISTATS 2024
Training a Tucker Model With Shared Factors: a Riemannian Optimization Approach AISTATS 2024
Identifiable Feature Learning for Spatial Data with Nonlinear ICA AISTATS 2024
DiffRed: Dimensionality reduction guided by stable rank AISTATS 2024
On learning history-based policies for controlling Markov decision processes AISTATS 2024
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations AISTATS 2024
On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024
Approximate Bayesian Class-Conditional Models under Continuous Representation Shift AISTATS 2024
Inconsistency of Cross-Validation for Structure Learning in Gaussian Graphical Models AISTATS 2024
On the Nyström Approximation for Preconditioning in Kernel Machines AISTATS 2024
Manifold-Aligned Counterfactual Explanations for Neural Networks AISTATS 2024
Conditions on Preference Relations that Guarantee the Existence of Optimal Policies AISTATS 2024
Low-rank MDPs with Continuous Action Spaces AISTATS 2024
Deep Learning-Based Alternative Route Computation AISTATS 2024
Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems AISTATS 2024
The Effective Number of Shared Dimensions Between Paired Datasets AISTATS 2024
Simulation-Based Stacking AISTATS 2024
Towards Practical Non-Adversarial Distribution Matching AISTATS 2024
Tensor-view Topological Graph Neural Network AISTATS 2024
Consistency of Dictionary-Based Manifold Learning AISTATS 2024
Soft-constrained Schrödinger Bridge: a Stochastic Control Approach AISTATS 2024