Gated Target Propagation for Compositional Generalization in Continual Learning

arXiv:2610.04649 · cs.LG · Submitted 2026-10-03 · Read on arXiv

cs.LG

Submitted: 2026-10-03

Updated: 2026-10-03

Terminology

• Compositional Generalization — 1× in this paper · explained in 4 episodes
• Continual Learning — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes

Sources

• How Auto-Encoders Could Provide Credit Assignment in Deep Networks via Target Propagation
• Efficient Lifelong Learning with A-GEM
• PathNet: Evolution Channels Gradient Descent in Super Neural Networks
• An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks
• Generalization without systematicity: On the compositional skills of sequence-to-sequence recurrent networks
• An Adaptive Random Path Selection Approach for Incremental Learning
• Progressive Neural Networks
• Efficient Continual Learning with Modular Networks and Task-Driven Priors

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks