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math.AP2026
Monomial Moving Zeros for the Heat Semigroup: An Explicit Finite-Order Differential Hierarchy
Gerardo Hernandez-del-Valle
Let $P_t=\exp(t\D^2/2)$ be the heat semigroup. For every integer and parameter $ρ\in\C$, we construct an entire function whose heat evolution has the prescribed…
cs.CL2026
DualSQL: Text-to-SQL with Multi-Agent Reinforcement Learning
Shijie Chen, Yu Gan, Yeounoh Chung +6
State-of-the-art Text-to-SQL systems are typically multi-agent pipelines centered around two fundamental tasks: schema linking and SQL generation. However, existing work trains sep…
cs.CL2026
SGD-KV: Summarization Guided KV Cache Compression
Zeyu Liu, Woomin Song, Xuandi Fu +5
Large language models (LLMs) face severe memory bottlenecks in long-context inference due to the linearly growing size of key-value (KV) caches. Existing KV cache compression techn…