Online Continual Learning on Intel Loihi 2 via a Co-designed Spiking Neural Network

arXiv:2511.01553 · cs.LG, cs.AI, cs.DC, cs.NE · Submitted 2025-11-03 · Read on arXiv

cs.LG, cs.AI, cs.DC, cs.NE

Submitted: 2025-11-03

Updated: 2026-10-20

Terminology

• Accuracy — 2× in this paper · explained in 1 episode
• Continual Learning — 2× in this paper · explained in 3 episodes
• Catastrophic Forgetting — 1× in this paper · explained in 8 episodes
• Edge AI — 1× in this paper · explained in 2 episodes
• Edge Devices — 1× in this paper · explained in 2 episodes

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