Shikun Liu
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126
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AI×1NLP×1
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2026
Towards Direct Latent-Space Synthesis for Parallel Branches in LLM-Agent Workflows
Introduce Parallel-Synthesis, a framework enabling a synthesizer to directly consume parallel agent branches' KV caches, improving efficiency and performance.
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Papers
cs.AIcs.CLEmpiricalRecentJun 12, 2026
Towards Direct Latent-Space Synthesis for Parallel Branches in LLM-Agent Workflows
Shikun Liu, Mufei Li, Dongqi Fu, Haoyu Wang +4 more
Introduce Parallel-Synthesis, a framework enabling a synthesizer to directly consume parallel agent branches' KV caches, improving efficiency and performance.
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