Visual perception systems increasingly rely on hybrid sensing modalities, including RGB and event cameras, to operate robustly under complex and extreme environmental conditions. However, what fundamentally determines the respective advantages of RGB frames and dynamic events remains unclear. To this end, we introduc...
Stimulus-driven auditory attention determines which sound gains priority when multiple sources compete without an explicit listening goal, yet most computational studies focus either on acoustic salience or on decoding predefined attended targets. This study investigates instruction-free auditory competition using the...
Electroencephalography (EEG) foundation models (FMs) promise transferable neural representations, yet their advantages over strong supervised baselines and their prospects for further scaling remain unclear. To address these questions, we introduce EEG-Arena, an open-source benchmark covering 30 EEG FMs and 25 supervis...
Zhi-Ge Chen, Shu-Hai Peng, Cheng-Xuan Qin et al.· 0 citations
CausalBN-Bench incorporates background knowledge and training data into prompts to thoroughly unlock LLM'text-comprehension ability during evaluation, whose findings indicate that, LLM understand causality through semantic associations with distinct entities, rather than directly from contextual information or numerica...
Yu Zhou, Xing-Yu Wu, Ji-Bin Wu et al.· IEEE Transactions on Artific...· 22 citations
Neural Architecture Search (NAS) offers a promising pathway to automate the design of deep neural networks, yet it faces a significant challenge in balancing computational efficiency with search effectiveness in a huge search space. Coarse-to-fine (C2F) NAS methods mitigate this by narrowing the architecture search to...
The proposed parallel multi-compartment spiking neuron (PMSN) presents a promising solution to harness the computational advantages of detailed biological neurons, enabling high-performance and efficient temporal processing on neuromorphic computing systems.
Xinyi Chen, Jibin Wu, Chenxiang Ma et al.· IEEE Transactions on Neural...· 16 citations· ⚡4
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