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Preprint Oct 2026

Frame-Wise Streaming for Efficient Learned Speech Compression

Speech compression is increasingly important in scenarios such as real-time and satellite communication. Neural codecs have shown superior Rate-Distortion (RD) performance over traditional signal-processing codecs. Models with long-range dependency encoders/decoders and entropy models outperform convolution-based struc...

Yu-Han Liu, Jun Xu, Feng-Xi Zhang et al. · 0 citations
Preprint Sep 2026

A Low-Latency Interactive System for Real-Time Video Understanding Based on VLMs

Vision-language models are extending video understanding from offline clip analysis to continuous interactive streaming, but most research still emphasizes model capability rather than deployable low-latency interaction. This paper presents a unified edge-cloud system for real-time video VLM applications. Lightweight p...

Pu-Nan Dai, Jun Xu, Bing-Cong Lu et al. · 0 citations

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