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Representation Learning

18,863 papers

Papers per year

Papers

Measuring Self-Supervised Representation Quality for Downstream Classification Using Discriminative Features AAAI 2024
Neural Oscillators for Generalization of Physics-Informed Machine Learning AAAI 2024
Curved Representation Space of Vision Transformers AAAI 2024
SALSA: Semantically-Aware Latent Space Autoencoder AAAI 2024
Unknown-Aware Graph Regularization for Robust Semi-supervised Learning from Uncurated Data AAAI 2024
All Beings Are Equal in Open Set Recognition AAAI 2024
Learning Spatially Collaged Fourier Bases for Implicit Neural Representation AAAI 2024
Tensorized Label Learning on Anchor Graph AAAI 2024
Towards Making Learnware Specification and Market Evolvable AAAI 2024
ASWT-SGNN: Adaptive Spectral Wavelet Transform-Based Self-Supervised Graph Neural Network AAAI 2024
Sample-Level Cross-View Similarity Learning for Incomplete Multi-View Clustering AAAI 2024
Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction AAAI 2024
U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting AAAI 2024
Learning Representations on the Unit Sphere: Investigating Angular Gaussian and Von Mises-Fisher Distributions for Online Continual Learning AAAI 2024
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning AAAI 2024
A Graph Dynamics Prior for Relational Inference AAAI 2024
HAGO-Net: Hierarchical Geometric Message Passing for Molecular Representation Learning AAAI 2024
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations AAAI 2024
Leaving the Nest: Going beyond Local Loss Functions for Predict-Then-Optimize AAAI 2024
Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024
Multiscale Attention Wavelet Neural Operator for Capturing Steep Trajectories in Biochemical Systems AAAI 2024
Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024
Enhancing Evolving Domain Generalization through Dynamic Latent Representations AAAI 2024
TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning AAAI 2024
Reliable Conflictive Multi-View Learning AAAI 2024