3 papers
cs.LG2026
Online Adaptive Reinforcement Learning with Echo State Networks for Non-Stationary Dynamics
Aoi Yoshimura, Gouhei Tanaka
Reinforcement learning (RL) policies trained in simulation often suffer from severe performance degradation when deployed in real-world environments due to non-stationary dynamics.…
cs.SD2026
Misophonia Trigger Sound Detection on Synthetic Soundscapes Using a Hybrid Model with a Frozen Pre-Trained CNN and a Time-Series Module
Kurumi Sashida, Gouhei Tanaka
Misophonia is a disorder characterized by a decreased tolerance to specific everyday sounds (trigger sounds) that can evoke intense negative emotional responses such as anger, pani…
cs.LG2026
Hand Gesture Recognition from Doppler Radar Signals Using Echo State Networks
Towa Sano, Gouhei Tanaka
Hand gesture recognition (HGR) is a fundamental technology in human computer interaction (HCI).In particular, HGR based on Doppler radar signals is suited for in-vehicle interfaces…