Author

Luntian Mou

Faculty of Information, Beijing University of Technology, Beijing, China

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Sep 2026

Dual-Constraint Optimization of Mouse V1 Modeling: Integrating Sparsity and Excitation-Inhibition Balance for Improved Representational Similarity With DNNs.

The primary visual cortex (V1) is central to mammalian visual processing and provides an important substrate for studying cortical computation and its relationship with artificial vision models. The Allen Institute's generalized leaky integrate-and-fire (GLIF)-based mouse V1 model (MV1M) is among the most biologically...

Luntian Mou, Siqi Zhen, Peize Li et al. · IEEE Transactions on Neural... · 0 citations

Preprint Aug 2026

Mind the Couch! Eliciting MLLM Reasoning in Interior Design via Weak-to-Strong Task Vector Injection

Multimodal Large Language Models (MLLMs) have demonstrated great performance, yet they often suffer from severe modality misalignment when confronted with densely constrained spaces for interior design. Due to the loss of high-frequency local topological details and fine-grained aesthetic shifts during visual encoding,...

Yuxuan Yang, Jingyao Wang, Luntian Mou · 0 citations