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cs.LG2025
Lethe: Layer- and Time-Adaptive KV Cache Pruning for Reasoning-Intensive LLM Serving
Hui Zeng, Daming Zhao, Pengfei Yang +5
Generative reasoning with large language models (LLMs) often involves long decoding sequences, leading to substantial memory and latency overheads from accumulating key-value (KV)…
cs.LG2025
SpecRouter: Adaptive Routing for Multi-Level Speculative Decoding in Large Language Models
Hang Wu, Jianian Zhu, Yinghui Li +3
Large Language Models (LLMs) present a critical trade-off between inference quality and computational cost: larger models offer superior capabilities but incur significant latency,…