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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Xiujun Ma

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Open access Oct 2026

TideKV: Delayed KV eviction via layer-wise chunked prefill for memory-efficient long-context LLM inference

Long-context large language model (LLM) inference is important for modern intelligent applications but remains constrained by peak memory during prompt prefill. Existing KV cache compression reduces decoding memory but typically requires full-prompt prefill to preserve global context, retaining a high construction peak...

Yu Wang, Zhu Wang, Ning Hu et al. · 0 citations
Preprint Aug 2026

More Correct Mass, Worse Answers: Why Power Sampling Can Fail and How to Fix It

Power Sampling sharpens a language model's distribution over complete generation trajectories, offering a verifier-free way to improve reasoning at inference time. It also has the potential to serve as a general-purpose front end for a broad range of downstream sampling methods. However, we uncover a striking paradox:...

Hao-Sen Yang, Jia-Xing Sun, Xiujun Ma · 1 citation

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