Efficient Intelligence Group

Selected publications

Recent work across efficient AI, neuromorphic computing, physiological signals, and intelligent perception.

2026
Embedded AIIEEE AICAS 2026

When NPUs Are Not Always Faster: A Stage-Level Analysis of Mobile LLM Inference

2026
Embedded AIIEEE AICAS 2026

MonarchGRU: A Low-Footprint Recurrent Neural Network for Audio Keyword Spotting

2026
Bio-signalsIEEE ISCAS 2026

SHAP-AAD: DeepSHAP-Guided Channel Reduction for EEG Auditory Attention Detection

2025
PerceptionEdgeAI4R @ IROS 2025

EvHand-FPV: Efficient Event-Based 3D Hand Tracking from First-Person View

People’s Choice Best Poster Award

2025
PerceptionIEEE ICRA 2025

FACET: Fast and Accurate Event-Based Eye Tracking Using Ellipse Modeling for Extended Reality

2025
Bio-signalsIEEE ISCAS 2025

SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Network

2024
NeuromorphicIEEE Transactions on Circuits and Systems for Artificial Intelligence

DeltaKWS: A 65nm 36nJ/Decision Bio-inspired Temporal-Sparsity-Aware Digital Keyword Spotting IC with 0.6V Near-Threshold SRAM

2024
Bio-signalsIEEE ISCAS 2024

Epilepsy Seizure Detection and Prediction using an Approximate Spiking Convolutional Transformer

NSATC Best Paper Award — Honorable Mention

2024
Bio-signalsIEEE BioCAS 2024

Four-class EEG Classification for Seizure Prediction and Detection Using a Lightweight CNN-LSTM