Multiclass Linear Perceptrons with Multiplicative Margins
cs.LG, cs.NE
Submitted: 2026-08-30
Updated: 2026-08-30
Terminology
Sources
- Learning from Hypervectors: A Survey on Hypervector Encoding
- Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices
- From the perceptron to the cerebellum
- Capacity Analysis of Vector Symbolic Architectures
- A Brain-Inspired Low-Dimensional Computing Classifier for Inference on Tiny Devices
- Vector Symbolic Architectures answer Jackendoff's challenges for cognitive neuroscience
- Perceptron Mistake Bounds
- MicroHD: An Accuracy-Driven Optimization of Hyperdimensional Computing Algorithms for TinyML systems
- Streaming Encoding Algorithms for Scalable Hyperdimensional Computing
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: Local-Consistency Optimisation for Bayesian Neural Networks
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks