Author

Dong-Sen Zhang

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#machine learning Preprint Sep 2026

Task-Oriented Key-Layer KV Communication for Efficient Latent Multi-Agent Collaboration

Large language model-based multi-agent systems improve complex problem solving through collaboration, while latent communication directly transmits model internal states to avoid the high inference costs of natural language. However, existing KV-based latent communication methods prioritize sender-side state fidelity,...

Dong-Sen Zhang, Pei-Pei Li, Ze-Kun Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Dynamic Semantic Compression for Efficient Latent-Space Inference in Large Language Models

A Dynamic Semantic Extraction and Inference (DSEI) framework, which achieves segment-level inference within the latent space through a two-stage training strategy, and substantially reduces both input and generation sequences and significantly enhances inference efficiency.

Pei-Pei Li, Dong-Sen Zhang, Yu-Chen Liu et al. · 0 citations