3 papers
cs.LG2026
Beyond the Previous Layer: Residual Predictive Structure in Sparse MoE Routing
Hao Li, Yasuyuki Tahara, Yuichi Sei
Sparse mixture-of-experts models route each token through a sequence of expert selections. We ask whether the immediately preceding selection adequately summarizes this trajectory…
cs.SE2026
Statistical Analysis of Executability and Program Equivalence in Decompilation for IoT Vulnerability Detection
Minami Yoda, Jialong Li, Yasuyuki Tahara +2
Internet of Things (IoT) devices handle sensitive privacy-related information such as user audio, video, and authentication data, making it essential to detect vulnerabilities in t…
eess.SP2026
Gravity-Aware Hierarchical Routing for Lightweight SensorLLM on Human Activity Recognition
Hao Li, Mingrui Zheng, Yasuyuki Tahara +1
Recent studies on sensor-language alignment have shown that two-stage frameworks can improve the semantic modeling ability of wearable-sensor human activity recognition (HAR), wher…