Author

Yuexiao Ma

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Preprint Sep 2026

Duplex-MPE: Benchmarking Multi-Party Interaction in Full-Duplex Dialogue

Real-time full-duplex speech models can listen while speaking, enabling natural interaction without rigid turn boundaries. Existing benchmarks evaluate turn-taking, interruption handling and multi-round dialogue, but largely centre on a designated user rather than an assistant participating in a shared conversation amo...

Chengqian Ma, Wen-Hao Feng, Wei-Xuan Jin et al. · 0 citations

#machine learning Preprint Sep 2026

UniCache: Task- and Type-Aware KV Cache Compression for Unified Multimodal Models

Unified multimodal models combine understanding, generation, and editing within a single network, offering a promising foundation for versatile multimodal applications. However, growing multimodal contexts make KV cache storage and access increasingly costly. Existing KV cache compression methods are typically tailored...

Wan-Qi Yang, Yue-Xiao Ma, Mei Xie et al. · 0 citations

Preprint Aug 2026

YOLO-PEFT: Parameter-Efficient Fine-Tuning on YOLO Family

YOLO-PEFT is proposed, a structure-aware framework that formulates adapter placement as an auditable constraint-planning problem that replaces manual target-module trial and error with explicit, inspectable planning while preserving verified train-save-merge-export paths.

Xuchen Lin, Wenjie Nie, Jinlong Peng et al. · 0 citations