On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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3 results for “pseudo-kernel”

Complex-Valued Kernel Methods for Regressionstat.ML

Paper introduces new complex-valued kernel for improved regression.

problem Limited solution for complex-valued regression using real-valued kernels.

method Derives widely RKHS (WRKHS) and pseudo-kernel to address limitations.

result WRKHS yields better performance in complex-valued regression.

complex-valued regression kernel methods pseudo-kernel non-linear channel equalization

2016-10-31abs ↗pdf ↗

Bach2Bach: Generating Music Using A Deep Reinforcement Learning Approachcs.SD

Model generates coherent polyphonic music using deep reinforcement learning.

problem Creating music that follows musical rules and coherence.

method Deep reinforcement learning architecture with a Bi-axial LSTM trained with a pseudo-kernel and DQN for exploration and coherence.

result The model generates polyphonic music that performs well quantitatively and qualitatively.

deep reinforcement learning polyphonic music musical coherence reinforcement learning deep learning

2018-12-03abs ↗pdf ↗

The Generalized Complex Kernel Least-Mean-Square Algorithmstat.ML

A new method for complex-valued signals improves convergence and performance.

problem Nonlinear channel equalization and complex-valued signals with different properties.

method Generalized complex kernel least-mean-square (gCKLMS) algorithm.

result The gCKLMS algorithm converges faster and performs better than previous methods.

kernel methods complex signals adaptive algorithms channel equalization reproducing kernel Hilbert space

2019-02-22abs ↗pdf ↗