International Conference on Learning Representations ICLR on December 02-03, 2026 in Sydney, Australia

Applications in vision, audio, speech, natural language processing, robotics, neuroscience, or any other field
Compositional modeling
Deep learning and feature learning
From vision to speech recognition, text understanding, gaming, music
Hierarchical models
Implementation issues, parallelization, software platforms, hardware
Large-scale learning and non-convex optimization
Learning Representations
Learning representations of outputs or states
Metric learning
Metric learning and kernel learning
Optimization for representation learning
Performance of machine learning methods
Reinforcement learning
Representation learning for planning and reinforcement learning
Sparse coding and dimensionality expansion
Structured prediction
Unsupervised, semi-supervised, and supervised representation learning