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#machine learning Preprint Aug 2026

StepKV: Step-Aware KV Cache Compression for LLM Agents

Key-value (KV) caching is essential for efficient autoregressive large language model (LLM) inference, but the cache grows linearly with context length, increasing storage and decoding costs. KV cache compression mitigates this cost by retaining only a subset of cached tokens. This challenge is particularly important f...

Bo-Yu Feng, Jia-Hong Liu, Yi-Fan Li et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Rethinking Multi-Agent Collaboration: When More Is Less

The rapid advancement of large language models and single-agent harnesses has reshaped the landscape of autonomous systems, raising a critical question of when multi-agent collaboration offers genuine value. As individual agent capabilities continue to scale, multi-agent collaboration faces diminishing returns while in...

Yizhen Yuan, Yi-Bo Wu, Yi-Han Zhang et al. · 0 citations

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